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Top 10 Best Writer Software of 2026

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Top 10 Best Writer Software of 2026

Compare top writer software tools, covering where LanguageTool, ProWritingAid, and Grammarly fit and the tradeoffs for writers and teams.

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

Writer software matters because it shifts day-to-day throughput through grammar models, style rules, and content assistance that fit specific author workflows. This comparison helps analysts and operators weigh tradeoffs like self-hosting and configuration depth versus browser-first convenience, plus integration options for teams that need consistent writing standards across drafts.

LanguageTool is the best pick for authors who want inline grammar and style fixes without breaking their flow, since self-hosting and customizable rules let teams enforce house and domain constraints. Grammarly is the better alternative for ongoing cross-app checking, thanks to org-wide rule consistency grounded in shared guidance.

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

LanguageTool

Custom rule support lets organizations encode house style and domain-specific constraints beyond built-in language rules.

Best for: Fits when authors need inline grammar and style checks across documents and tools without changing their writing flow.

2

ProWritingAid

Editor pick

Report pages that track repetition and word-usage patterns across the full draft.

Best for: Fits when revising completed drafts needs repeatable, report-based grammar and style feedback.

3

Grammarly

Editor pick

Organization-wide writing guidance that applies shared rules to teams, with per-user feedback grounded in the same rule set.

Best for: Fits when writers need continuous grammar and style review across multiple apps.

Comparison Table

1
LanguageToolBest overall
SMB
9.1/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
8.4/10
Overall
5
enterprise
8.2/10
Overall
6
7.7/10
Overall
7
7.5/10
Overall
8
7.0/10
Overall
9
vertical specialist
6.8/10
Overall
10
vertical specialist
6.6/10
Overall
#1

LanguageTool

SMB

Open-source multilingual grammar and style checker with self-hosting options.

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

Custom rule support lets organizations encode house style and domain-specific constraints beyond built-in language rules.

LanguageTool reviews writing with grammar, spelling, style, and tone checks across many languages. It delivers inline suggestions in a browser editor and through integrations that let rules run inside common writing workflows.

The core strength is configurable rule logic that catches errors beyond basic proofreading. It also supports extensibility via custom rules when default checks do not match a team’s style requirements.

Pros
  • +Inline corrections explain issues and offer focused replacement suggestions
  • +Rule configuration supports teams that need consistent style constraints
  • +Multi-language checks cover grammar and punctuation, not just spelling
  • +API access enables editor embedding and automated review pipelines
Cons
  • –Suggestion quality can drop on highly technical or domain-specific phrasing
  • –Custom rule creation requires familiarity with the rule format and testing
  • –Deep workflow governance features are limited compared with enterprise writer suites
  • –Formatting awareness varies between rich text contexts and plain text inputs
Use scenarios
  • Online content creators

    Inline edits while drafting web copy

    Fewer errors before publishing

  • Educators and technical writers

    Improve clarity with readability feedback

    More readable documents

Show 2 more scenarios
  • Multilingual writers

    Draft consistent text across locales

    Uniform quality across languages

    Multilingual checks cover grammar, spelling, punctuation, and style variants across languages.

  • Development teams

    Run batch checks through API

    Automated pre-publish validation

    APIs and workflow integrations enable programmatic language validation before publishing.

Best for: Fits when authors need inline grammar and style checks across documents and tools without changing their writing flow.

#2

ProWritingAid

SMB

Writing analysis and editing tool offering style suggestions and readability metrics.

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

Report pages that track repetition and word-usage patterns across the full draft.

ProWritingAid provides inline suggestions for grammar and style along with full report pages that group issues by category, including overused words, repeated phrases, and readability signals. The editor experience is built around review loops, where flagged spans can be corrected and then rechecked for changes across the same document. That structure fits writers who want explainable diagnostics rather than only one-pass linting.

A tradeoff is that structural coaching depends on the text already being written, so outlining and scene mapping still require external workflow tools. ProWritingAid is most useful when revising existing drafts for consistency, voice, and word-level variety before compiling or formatting for publication.

Pros
  • +Multi-report diagnostics group issues by repetition and readability
  • +Inline suggestions tie feedback to exact spans in the text
  • +Repeat-phrase and word-usage reviews support targeted rewriting
  • +Export-friendly workflow supports moving drafts between tools
Cons
  • –Structural guidance cannot replace outline-first planning work
  • –Review results require active judgment to avoid style flattening
  • –Some feedback types can feel noisy on short passages
  • –Integrations depend on supported workflows rather than deep editor embedding
Use scenarios
  • Novel writers

    Revise chapter drafts for voice consistency

    Cleaner prose and fewer tics

  • Technical authors

    Tighten clarity and readability

    More consistent documentation writing

Show 2 more scenarios
  • Ghostwriters

    Standardize quality across clients

    Lower variance between drafts

    Apply consistent style checks during revision cycles to keep tone and structure aligned.

  • Editors

    Rapid pass for issues before final review

    Faster revision triage

    Use categorized reports to prioritize what to correct before deep developmental edits.

Best for: Fits when revising completed drafts needs repeatable, report-based grammar and style feedback.

#3

Grammarly

enterprise

AI-powered grammar, style, and tone correction platform for individuals and enterprises.

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

Organization-wide writing guidance that applies shared rules to teams, with per-user feedback grounded in the same rule set.

Grammarly reviews draft text in the editor and flags grammar, spelling, punctuation, and style issues as content is typed. It also supports tone and clarity guidance plus domain-specific suggestions for common writing contexts.

Grammarly works across web and desktop editors and offers extensibility through browser access and integrations with major authoring tools. For teams, it centralizes writing rules in organization settings so guidance stays consistent across users.

Pros
  • +Real-time grammar and style checks reduce rewrite cycles during drafting
  • +Tone and clarity suggestions catch vague phrasing missed by spellcheck
  • +Organization-wide writing guidance improves consistency across multiple writers
  • +Browser and desktop coverage helps catch issues across common writing surfaces
Cons
  • –Some suggestions can conflict with intended voice or technical phrasing
  • –Advanced workflow control requires careful rule configuration and review
  • –Limited support for long-form drafting structures compared to manuscript tools
  • –No native scene or chapter graph tooling for narrative continuity
Use scenarios
  • Multilingual writers and global teams

    Drafting in multiple supported languages

    More targeted feedback

  • Frequent writers and office workers

    Early drafting with rewrite suggestions

    Faster drafting

Show 2 more scenarios
  • Students and academic writers

    Revising essays and research drafts

    Fewer submission risks

    Guidance covers grammar, clarity, tone, citation-related issues, and originality signals during revision.

  • Content writers and marketers

    Editing blog and web article drafts

    Cleaner, concise content

    It flags wording issues, reduces repetition, and improves readability for online publishing drafts.

Best for: Fits when writers need continuous grammar and style review across multiple apps.

#4

Copy.ai

SMB

AI-powered copywriting platform for marketing and sales content generation.

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

Prompt-driven generation with reusable templates for generating many copy variations from the same brief.

Copy.ai generates draft copy from prompts and template inputs for tasks like landing page sections, ad variants, email drafts, and product messaging. It supports iterative refinement by re-running generations with revised instructions and by selecting from alternative outputs to guide the next step. The tool is practical for teams that want consistent phrasing patterns using prompt templates rather than a full document production workflow.

Pros
  • +Prompt templates reduce time spent rewriting briefs into generation-ready inputs
  • +Rapid iteration supports quick A B style comparisons across multiple drafts
  • +Common marketing formats like emails and ad copy are directly modeled in workflows
  • +Revision cycles can stay lightweight when multiple options are needed
Cons
  • –Long-form composition support is limited compared with binder and outlining tools
  • –Output quality depends heavily on prompt specificity and content context
  • –Collaboration and governance features are not the main focus versus document editors
  • –Export and publishing tooling is not built for manuscript compilation workflows
Use scenarios
  • Marketing copywriters

    Generate ad copy variants quickly

    More testable creative options

  • Product marketers

    Draft landing page sections

    Faster page first drafts

Show 2 more scenarios
  • Content teams

    Produce newsletter and email drafts

    Quicker weekly publishing cycles

    Generates topic-specific emails with consistent tone by reusing prompt templates.

  • Agencies

    Iterate client copy directions

    Less rework on revisions

    Produces updated versions after brief changes without rebuilding the entire draft process.

Best for: Fits when marketing and product teams need fast draft variants from briefs.

#5

Jasper

enterprise

AI content generation platform for marketing teams and brand voice management.

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

Jasper’s content brief to draft workflow turns structured inputs into consistent multi-format outputs.

Jasper helps writers generate marketing copy, blog drafts, and structured content from templates and reusable prompts. It is distinct for its workflow around content brief inputs and guided outputs across multiple content types, rather than a document-first writing workspace.

Pros
  • +Template-driven generation keeps output formats consistent across content types
  • +Reusable prompt instructions reduce rework when drafting similar assets
  • +API integration supports automation inside external content workflows
  • +Built-in editing tools support quick iteration without switching apps
Cons
  • –Less suited for long-form manuscript structures and scene-level tracking
  • –Revision tracking stays lightweight compared with dedicated authoring tools
  • –Output quality depends heavily on brief inputs and prompt specificity
  • –Few controls for governance workflows beyond basic team collaboration
Use scenarios
  • Authors and independent writers

    Drafting and revising manuscript chapters

    Revision-ready chapter drafts

  • SEO content marketers

    Generating drafts from SEO briefs

    Quicker first-draft articles

Show 2 more scenarios
  • Content editors and marketing teams

    Refining copy during review cycles

    Shorter revision iterations

    Teams revise sections and test alternate phrasing without resetting the full document.

  • Paid media and social advertisers

    Producing Facebook ad variations

    Reusable ad copy drafts

    Advertisers generate headline and body options from structured prompts for review and adaptation.

Best for: Fits when marketing writers need repeatable drafts driven by briefs and templates.

#6

iA Writer

SMB

Minimalist Markdown writing application focused on distraction-free composition.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Focus mode and word-level editing controls reduce layout friction while preserving Markdown source integrity.

iA Writer centers on distraction-free manuscript composition with a tight writing surface and Markdown support. Its core workflow focuses on split editing and real-time focus mode, with offline-first file handling through local document files plus optional cloud sync.

Pros
  • +Distraction-free editor keeps attention on sentence-level composition
  • +Markdown long-form workflow supports structured writing without heavy UI
  • +Version history snapshots provide clear rollback points during revisions
  • +Compile presets convert source text into consistent PDF typesetting
Cons
  • –Scene-level binder and corkboard outlining workflow are not its strength
  • –Inline annotations work best for personal notes rather than team review
  • –Sync conflict resolution tooling is limited compared with full document suites
  • –Advanced automation and API surface for custom workflows are minimal
Use scenarios
  • Mobile and desktop writers

    Write drafts offline without network dependence

    Locally maintained drafts

  • Poets and creative writers

    Revise poems in Markdown workspace

    Portable poem drafts

Show 2 more scenarios
  • Journalists and bloggers

    Draft and revise articles with minimal distraction

    Clear export-ready drafts

    Work in a quiet surface while maintaining consistent structure through revisions.

  • Editors and independent publishers

    Prepare clean review documents and exports

    Reviewable PDF drafts

    Compile source text into readable PDF outputs for sharing and further production.

Best for: Fits when individual authors need clean manuscript composition, Markdown workflow, and consistent PDF output.

#7

Hemingway Editor

SMB

Text editor that highlights complex sentences and passive voice for clearer writing.

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

The readability scoring engine highlights complex sentences and suggests targeted cuts for line-level revision.

Hemingway Editor focuses on line-level readability scoring and edits that target sentence clarity, not manuscript structure. The distraction-free writing area and readability grade help tighten prose with quick feedback loops.

Pros
  • +Instant readability and sentence-level feedback for fast revision passes
  • +Plain workflow that keeps attention on sentence construction
  • +Export controls for turning marked text into publish-ready output
  • +Cross-platform editing with offline-friendly local document handling
Cons
  • –Limited project management for multi-chapter drafting workflows
  • –No native integration layer for syncing with external writing tools
  • –Annotation and review workflow depth is minimal for teams
  • –Strict focus on prose scoring can distract from structural editing
Use scenarios
  • Bloggers and content editors

    Fix long sentences before publication review

    More publishable draft

  • Technical writers

    Tighten documentation and explanatory paragraphs

    Easier to follow

Show 2 more scenarios
  • Students and researchers

    Simplify argument-heavy report sentences

    More approachable explanation

    Spot overly dense sentences and decide where to break them up or rephrase.

  • Writing teams and instructors

    Standardize revision passes across drafts

    Consistent review process

    Rely on consistent readability cues to guide edits over successive submissions.

Best for: Fits when single-document prose revision needs quantified clarity checks, not multi-chapter project coordination.

#8

Ulysses

SMB

Distraction-free writing app for Mac, iPad, and iPhone with library management and Markdown support.

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

Ulysses keeps a library-level organization model with collections tied to markdown projects across devices.

Ulysses targets long-form manuscript composition with a distraction-free markdown editor and a writing workflow built around libraries, projects, and collections. It pairs cross-platform editing with automatic cloud sync, plus structured organization for outlines, drafts, and research notes in one place.

Pros
  • +Distraction-free markdown editor with fast section-level navigation
  • +Split-pane drafting workflow helps compare notes against live prose
  • +Project and collection structure keeps long manuscripts organized
  • +Export presets support repeatable formatting for document handoff
Cons
  • –Scrivener-style corkboard and scene card management are limited
  • –Advanced team review features are not built for multi-author workflows
  • –Integrations and API automation surface are minimal for external pipelines
  • –Complex storyboard metadata tracking is not as granular as dedicated story tools
Use scenarios
  • Writers working with editors

    Export drafts for proofreading handoff

    Faster editing cycles

  • Independent proofreaders and editors

    Review and compare long revisions

    More manageable revision work

Show 2 more scenarios
  • Novelists and fiction writers

    Write scenes with structured sections

    Cleaner long-form structure

    Draft chapters and sections in a focused workspace while keeping the manuscript easy to navigate.

  • Students and solo writers

    Maintain daily drafting with goals

    Steady progress

    Plan focused sessions using timers and writing goals to support repeatable drafting routines.

Best for: Fits when solo authors need fast long-form markdown drafting, structured organization, and repeatable exports.

#9

LivingWriter

vertical specialist

Cloud-based writing platform for authors with story templates and collaborative features.

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

Story-level metadata and scene organization stay linked to drafting so revisions remain structurally consistent during export.

LivingWriter is a manuscript and novel workspace that keeps drafting, structure planning, and export outputs in one workflow. It focuses on long-form writing with binder-like organization, story metadata, and revision-friendly version history.

Pros
  • +Manuscript organization connects outlines to the drafting workspace.
  • +Export presets support manuscript formatting for reading-friendly outputs.
  • +Inline review tools keep comments and annotations close to text.
  • +Focus mode reduces UI distractions during long writing sessions.
Cons
  • –Some workflow setup takes time before the binder and notes feel consistent.
  • –Collaboration features and multi-editor governance are limited.
  • –Advanced screenplay and compile formats need more manual alignment.
  • –Offline reliability depends on how drafts and assets sync in use.
Use scenarios
  • Manuscript authors submitting for review

    Export submission-ready manuscript document

    Submission-ready export available

  • Independent ebook authors

    Export chapter-aware ebook manuscript

    Ebook draft formatted

Show 2 more scenarios
  • Novelists revising structure

    Reorder scenes while reviewing changes

    Plot sequence reorganized

    Authors rearrange plot elements and assess how structural changes impact the manuscript text.

  • Fiction writers planning first drafts

    Build outline before drafting

    Drafting-ready structure

    Writers organize beats and scenes into chapters using templates that guide later drafting.

Best for: Fits when long-form authors want structure metadata tied to drafting and repeated exports.

#10

Dabble

vertical specialist

Cloud-based novel writing software with plotting tools and word-count tracking.

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

Scene and chapter organization that drives compilation from structured writing units.

Dabble targets manuscript composition with a chapter-first structure that encourages incremental writing and consistent organization. The editor focuses on writing flow with formatting controls designed for long-form text rather than document layout work. Outline views and scene-level organization help keep story bible metadata aligned with the manuscript structure. Exports are oriented around getting a compiled draft out for sharing and further formatting.

Pros
  • +Chapter-based writing workflow keeps drafts organized from outline to compile
  • +Distraction-minimized editor supports long-form focus and steady progress
  • +Outline and scene organization reduce resync work when revising structure
  • +Exports turn structured drafts into shareable documents for review
Cons
  • –Customization is limited because the workflow is tied to Dabble’s structure
  • –Collaboration and governance controls are not designed for strict admin workflows
  • –Advanced formatting and layout control can require external tooling
  • –Automation surface is narrower than tools with deeper integration APIs
Use scenarios
  • Novel authors

    Draft chapters with scene-level structure

    Fewer rewrite loops

  • Content editors

    Review long-form drafts in sections

    Cleaner review cycles

Show 1 more scenario
  • Indie publishers

    Compile consistent manuscript exports

    Faster production handoffs

    Generate consistent drafts for distribution after structural edits and revisions.

Best for: Fits when single authors or small teams want chapter workflow discipline without heavy project databases.

Conclusion

After evaluating 10 writer software, LanguageTool 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
LanguageTool

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 Writer Software

How do ProWritingAid and Hemingway Editor differ in revision feedback for sentence-level issues?
ProWritingAid generates report pages that map findings like repetition and readability to specific writing issues across the full draft. Hemingway Editor focuses on line-level clarity scoring and targets complex sentences with direct edit suggestions.
Which tool supports a markdown-first writing workflow with focus mode and reliable revision history?
iA Writer runs distraction-free composition on a tight writing surface with focus mode and supports version history snapshots. Ulysses also uses a markdown-first editor, but it adds library projects, collections, and split-pane drafting tied to exports.
When does iA Writer’s offline-first approach matter for drafting and publishing output?
iA Writer keeps drafting grounded in local document files plus optional cloud sync, so editing does not depend on network availability. It then uses compile presets to generate consistent PDF output from the same Markdown source.
Which tool is better for chapter and scene compilation driven by a structured manuscript workflow?
Dabble organizes work as chapters and scenes and compiles outputs from structured writing units into publishable documents. LivingWriter also ties scene-level organization to drafting, but it emphasizes story metadata and binder-style navigation across a longer manuscript.
What breaks if a team tries to use Copy.ai for long-form manuscript structuring instead of prompt-driven drafting?
Copy.ai is optimized for generating multiple copy variants from briefs and templates, so it does not replace a manuscript workspace with chapter or scene metadata. Long-form consistency tasks like timeline consistency and scene-level revision tracking are handled more directly in tools such as Ulysses and LivingWriter.
How do Grammarly and LanguageTool handle cross-document style rules in day-to-day writing workflows?
Grammarly applies organization-wide writing rules to keep guidance consistent across users and integrates with common authoring apps. LanguageTool supports configurable rule logic and can extend behavior with custom rules when built-in checks do not match domain constraints.
How do extensibility and custom checks differ between LanguageTool and Grammarly?
LanguageTool supports custom rule logic, so organizations can encode house style or domain-specific constraints beyond default language checks. Grammarly focuses on guided feedback based on its rule set and uses organization settings to keep those rules consistent, rather than requiring rule authoring.
What tradeoff exists between Jasper’s brief-to-draft generation and iA Writer’s document-first composition?
Jasper turns structured brief inputs into multi-format content outputs, so the workflow favors repeatable content generation from templates and prompts. iA Writer stays anchored to a single draft surface with Markdown and compile presets, so it does not provide brief-driven variant generation at the same workflow level.
How does Ulysses manage manuscript structure and revision-friendly notes during long-form drafting?
Ulysses organizes writing through libraries, projects, and collections with split-pane drafting and chapter or section word-count views. It also supports inline annotations so revision notes remain tied to the underlying text while drafts move through export handoff.
When do admin controls and auditability matter for writing guidance, and which tools cover them?
For teams that need consistent guidance across users, Grammarly centralizes writing rules in organization settings. For configurable checks, LanguageTool can run rule logic and custom rules, but ProWritingAid focuses on revision reports rather than team governance controls.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Writer Software

We see big differences in how writer software handles the writing-to-output path: a tool’s export fidelity, layout controls, and automation surface often separate options more than editing features. If you care about how work lands in the final deliverable, prioritize Export outputs quality over nicer drafting alone.

Export outputs quality

Why it matters

Export outputs quality matters because the writing is only as useful as what you can deliver without manual cleanup. If your drafts must become publish-ready documents, this becomes a deciding factor.

How to check

Create a short sample with headings, quotes, and a table of contents, then export to the formats you need. Compare spacing, styles, and links against what you see in the editor, and check whether you need post-edit fixes.

Revision history and rollback options

Why it matters

Revision history and rollback options protect you when drafts evolve and mistakes slip in. In writer software, control over changes reduces rework and helps you regain specific states.

How to check

Draft, make two edits, and then attempt to restore an earlier version. Ask whether the tool tracks changes at the document level, not just saves, and confirm how far back you can go.

Automation and template generation

Why it matters

Automation and template generation matters when you write repeatedly with consistent structure. The more configuration and automation the tool supports, the less time you spend recreating the same scaffolding.

How to check

Try building or applying a template for a multi-section document, then vary inputs and regenerate. Check whether actions can be automated through an API, macros, or repeatable rules you can configure.

Formatting consistency across workflows

Why it matters

Formatting consistency across workflows matters because copying, moving, and importing shouldn’t scramble styles. Writer software often fails at the seams between writing, outlining, and output.

How to check

Copy a styled section into a new document and re-check headings, emphasis, and lists. Also import a sample file from your typical workflow and verify whether styles remain stable.

Comments and collaboration workflow

Why it matters

Comments and collaboration workflow affects whether review stays accurate and traceable. If you regularly revise with others, you need reliable placement and clear resolution behavior.

How to check

Add a comment tied to a specific passage, then move or edit that section and see whether the comment stays anchored. If collaboration exists, simulate a review cycle and confirm how resolved items behave.

Search across projects and documents

Why it matters

Search across projects and documents matters when your writing spans many pieces and references. Fast, scoped search helps you reuse material without breaking structure.

How to check

Create a small set of documents with repeated phrases and one named entity, then run scoped searches. Confirm search respects project boundaries and returns the exact occurrences you expect.

Red flags

  • Export requires heavy manual cleanup to match your editor view
  • Rollback only offers recent saves, not meaningful revision states
  • Comments drift or lose their target when you edit text

Fit by situation

  • If you deliver documents frequently to readers in multiple formats, prioritize Export outputs quality.
  • If you revise the same drafts over weeks with teams, prioritize Comments and collaboration workflow.
  • If you reuse structured templates for repeated writing, prioritize Automation and template generation.
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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