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Top 10 Best Online Spelling Software of 2026

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Education Learning

Top 10 Best Online Spelling Software of 2026

Editorial roundup of online spelling software options, including fit and tradeoffs for writing support. Compares tools like ProWritingAid.

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

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

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

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Online spelling software matters because it intercepts misspellings and grammar issues inside real writing workflows, then feeds corrected text back to the browser or app. This comparison helps analysts and operators weigh accuracy tradeoffs, editing depth, and integration paths for teams that need tools like Grammarly, LanguageTool, and ProWritingAid to fit existing systems.

ProWritingAid is the best pick for writers who want spelling fixes tied to repeatable problem patterns across a whole draft, since its category reports make recurring wording and spelling issues easier to diagnose, whereas Ginger Software is better for teams that need customizable word lists that cut down false flags inside everyday browser writing.

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

ProWritingAid

Detailed category reports link spelling and wording issues to repeatable problem patterns across documents.

Best for: Fits when writers need spelling fixes plus pattern-based grammar guidance across drafts.

2

Ginger Software

Editor pick

Custom spelling list management for keeping domain vocabulary from being repeatedly flagged.

Best for: Fits when teams need correction embedded in writing workflows with custom word banks.

3

WhiteSmoke

Editor pick

Custom spelling dictionary support that adapts error checking to organization-specific terminology.

Best for: Fits when individuals and small writing teams need fast browser spelling corrections with custom word lists.

Comparison Table

1
ProWritingAidBest overall
vertical specialist
9.2/10
Overall
2
8.8/10
Overall
3
8.7/10
Overall
4
enterprise
8.3/10
Overall
5
API-first
8.1/10
Overall
6
enterprise
7.8/10
Overall
7
vertical specialist
7.5/10
Overall
8
vertical specialist
7.2/10
Overall
9
vertical specialist
6.8/10
Overall
10
vertical specialist
6.7/10
Overall
#1

ProWritingAid

vertical specialist

Writing analysis platform combining spell checking, style suggestions, and detailed readability reports.

9.2/10
Overall
Features9.2/10
Ease of Use9.0/10
Value9.4/10
Standout feature

Detailed category reports link spelling and wording issues to repeatable problem patterns across documents.

ProWritingAid combines spelling correction with grammar and style guidance in one pass, then breaks findings into categorized reports that make recurring mistakes easier to spot. The app supports integration with common writing tools through a browser workflow and editor add-ons, so review can happen without manual copy and paste. For spelling specifically, it uses dictionary-driven detection plus context checks that catch misspellings that still form a valid word. Editing reports highlight what changed and why, which helps writers learn from repeated error patterns.

A tradeoff exists in that the tool can flag style and wording issues along with spelling, which increases review time for users who only want word-level fixes. ProWritingAid fits best when drafting multi-paragraph documents and cleaning recurring error patterns matters more than fast, single-word corrections. It also works well for classrooms where teachers need consistent feedback across many student submissions and want to track improvement over multiple drafts.

Pros
  • +Spelling fixes include context-aware explanations tied to writing patterns
  • +Categorized reports make repeated spelling errors easier to diagnose
  • +Configurable check scope reduces noise during drafting
  • +Editor-integrated review keeps feedback inside the writing workflow
Cons
  • –Style and grammar suggestions can slow teams focused only on spelling
  • –Some advanced workflows require careful rule and style configuration discipline
Use scenarios
  • Content editors and proofreaders

    Clean recurring spelling mistakes in long drafts

    Fewer repeat errors

  • Students and writing instructors

    Give consistent spelling feedback by draft

    Improved draft consistency

Show 2 more scenarios
  • Technical writers

    Maintain correct terminology spellings

    More reliable documentation

    Apply check settings that reduce unrelated style warnings while correcting misspellings in context.

  • Freelance authors

    Proofread across multiple writing stages

    Faster final review

    Run integrated checks during drafting to catch spelling and grammar slips before export.

Best for: Fits when writers need spelling fixes plus pattern-based grammar guidance across drafts.

#2

Ginger Software

SMB

Grammar and spell checker offering real-time corrections, sentence rephrasing, and translation in a browser extension and desktop app.

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

Custom spelling list management for keeping domain vocabulary from being repeatedly flagged.

Ginger Software combines spelling correction with grammar checking workflows designed for browser-based writing and editing. Its writing assistance centers on error detection and rewrite suggestions that track common language mistakes in real text inputs.

The tool supports custom spelling list management and word bank workflows, which helps classrooms and content teams reduce repeated false positives. Ginger’s automation surface is geared toward embedding correction into existing typing and publishing flows rather than running a standalone study program.

Pros
  • +Correction suggestions are context-aware for typical spelling and grammar errors
  • +Custom spelling list support reduces repeated false positives in guided writing
  • +Browser-based workflow fits team editing and review cycles
  • +Extensible integration options for plugging checks into writing flows
Cons
  • –Less targeted error pattern analysis than dedicated classroom spelling systems
  • –Word list import and refinement can require tighter curation for niche vocab
Use scenarios
  • Consulting and sales teams

    Polish proposals and business reports

    More polished proposals

  • Writers needing accessibility support

    Draft with phonetic and grammar help

    Greater writing independence

Show 2 more scenarios
  • Individual professionals

    Proofread routine emails faster

    Faster proofreading

    Inline suggestions help correct common language issues while writing, reducing the need for multiple review passes.

  • Software teams and organizations

    Add spelling checks inside workflows

    Feedback inside tools

    Organizations embed correction and rewrite assistance into existing document or review flows via an API.

Best for: Fits when teams need correction embedded in writing workflows with custom word banks.

#3

WhiteSmoke

SMB

English grammar and spell checker providing browser, desktop, and mobile correction with translation support.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Custom spelling dictionary support that adapts error checking to organization-specific terminology.

WhiteSmoke is an online spelling checker that flags spelling errors and grammar issues in pasted or typed text. It provides guided corrections with sentence-level feedback, including suggestions and repeatable rewrite options for common writing mistakes.

WhiteSmoke also supports custom dictionaries and word list management so organizations can align checks with domain vocabulary. WhiteSmoke’s browser-based workflow is designed for immediate editing rather than multi-step assessment dashboards.

Pros
  • +Instant spelling and grammar feedback in a browser editing workflow
  • +Custom spelling dictionaries support domain-specific word usage
  • +Readable correction suggestions reduce time spent scanning mistakes
  • +Quick copy back of revised text for email and document drafts
Cons
  • –Limited automation surface for classroom or LMS workflows compared with API-first tools
  • –Spelling results can be less precise on specialized terminology without tuned word lists
  • –Word list import and maintenance can be cumbersome for frequent updates
  • –Fewer admin governance controls than tools built for multi-tenant education rollout
Use scenarios
  • Students and academic writers

    Revise essays through sentence feedback

    Cleaner draft versions

  • English-language learners

    Fix recurring English writing errors

    More understandable drafts

Show 2 more scenarios
  • Blog and web content writers

    Correct inline language issues while drafting

    More readable web copy

    Creators use inline corrections and readability guidance to reduce language errors during article writing.

  • Technical writing teams

    Reduce flags for specialized terms

    Fewer false positives

    Teams manage custom dictionaries to standardize recurring terminology and lower false positives.

Best for: Fits when individuals and small writing teams need fast browser spelling corrections with custom word lists.

#4

Grammarly

enterprise

AI-powered writing assistant covering spelling, grammar, and clarity across browsers, desktop apps, and integrations.

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

Inline rewrite suggestions that preserve meaning while adjusting grammar and tone inside the writing editor.

Grammarly provides inline issues with one-click replacements and explanation popups, which helps writers correct spelling and grammar without leaving the editor. It also supports broader feedback categories like clarity and tone, which go beyond spellcheck by flagging sentence-level problems. The integration set covers mainstream authoring environments, including a browser extension and editor integrations for word processors and web-based writing.

Pros
  • +Inline corrections with fast replacement options reduce proofreading passes
  • +Context-aware grammar and spelling suggestions in active writing editors
  • +Style guidance helps standardize tone across recurring document types
  • +Works across browser and desktop workflows without manual export
Cons
  • –Domain jargon can trigger generic rewrites that need manual review
  • –Long documents can generate many edits that require selective acceptance
Use scenarios
  • Customer support teams

    Drafting standardized reply emails

    Fewer send-time errors

  • Marketing writers

    Editing campaign landing copy

    Faster approval cycles

Show 2 more scenarios
  • Legal operations staff

    Reviewing document drafts

    More review-ready drafts

    Consistent grammar checks help catch common errors in briefs and internal memos.

  • Students

    Proofreading essays and reports

    Cleaner final submissions

    Inline spelling and grammar suggestions support revision before submission.

Best for: Fits when consistent spelling and grammar help across email and document drafts, with quick inline fixes.

#5

LanguageTool

API-first

Open-source multilingual grammar and spell checker available as a web app, browser add-on, and self-hostable API.

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

Rule-based correction with configurable dictionaries that persist across browser edits and API-driven validation.

LanguageTool targets writing accuracy with multiple check types, including spelling corrections and grammar rule matches in the same pass over text. It also supports custom spelling lists so domain terms can be accepted without repeated false positives. The API surface enables automated checking from external systems that need consistent rule behavior. These capabilities fit teams that want repeatable enforcement in a workflow rather than manual review only.

Pros
  • +Inline grammar and spelling fixes in a single editor pass
  • +Custom dictionaries reduce false positives for domain vocabulary
  • +API enables automated checking in external content workflows
  • +Multi-language rule sets support consistent cross-language edits
Cons
  • –Rule tuning can take effort to avoid unwanted corrections
  • –Advanced customization depends on administrator configuration
Use scenarios
  • Content operations teams

    Pre-publish checks for multilingual copy

    Fewer publishing rework cycles

  • Customer support writers

    Standardize responses at creation

    More consistent response quality

Show 2 more scenarios
  • LMS and training admins

    Validate course materials

    Cleaner training content

    Apply LanguageTool validation to learner-facing text with consistent rule behavior.

  • Developers

    Embed checks in an editor app

    Automated editorial enforcement

    Integrate LanguageTool API calls to flag and correct text inside a custom writing interface.

Best for: Fits when content teams need consistent spelling and grammar enforcement via API or configured browser checks.

#6

Sapling

enterprise

AI writing assistant for business communication with real-time spelling and grammar suggestions across helpdesk and messaging platforms.

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

Managed custom spelling lists that keep domain terms consistent across users, not just during one-off checks.

Sapling focuses on spelling and writing corrections with browser-first input and fast feedback loops for everyday text. It supports custom spelling list management so teams can enforce domain terms beyond general dictionaries.

Pros
  • +Custom spelling list support for organization-specific terminology
  • +Browser-based editing workflow reduces context switching
  • +Connectors enable integration alongside LanguageTool and Grammarly tooling
  • +Centralized admin controls support classroom and team oversight
Cons
  • –Spelling rule control is less granular than rule-taxonomy heavy tooling
  • –Best results depend on maintaining the organization word list
Use scenarios
  • Customer support and success teams

    Generate consistent replies with snippets

    Less repetitive typing

  • Customer support agents

    Edit grammar and tone in replies

    More polished responses

Show 2 more scenarios
  • Business email and chat teams

    Get phrasing guidance during message writing

    Faster message revisions

    Business writers see inline corrections and phrasing guidance as they compose everyday emails and chats.

  • Proofreaders and content operations

    Review large batches with organized suggestions

    More organized review

    Proofreaders process suggested corrections across batches to address recurring writing issues in a controlled way.

Best for: Fits when teams need spelling corrections with managed custom word banks in browser-based workflows.

#7

SpellQuiz

vertical specialist

Online spelling practice platform offering adaptive spelling tests, vocabulary exercises, and progress tracking for students.

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

Error pattern analysis that breaks down incorrect entries to steer targeted re-practice within the same word set.

SpellQuiz runs browser-based spelling drills where students hear prompts and type answers against a stored word list. It supports custom spelling list creation and word bank import workflows to match classroom or program syllabi.

Pros
  • +Browser-based dictation practice with audio prompts for consistent delivery
  • +Custom spelling list and word bank import for targeted classroom coverage
  • +Spelling accuracy metrics with error pattern visibility for remediating gaps
  • +Mastery threshold style repetition supports ongoing practice cycles
Cons
  • –Limited spelling-rule taxonomy depth compared with curriculum-grade rule engines
  • –WPM dictation rate controls are less granular than dedicated dictation platforms
Use scenarios
  • K-12 educators

    Run browser spelling drills by word list

    Tracked spelling accuracy

  • Classroom programs

    Match exercises to syllabi word banks

    Aligned practice targets

Show 1 more scenario
  • Assessment centers

    Guide repeated practice by mastery goals

    Improved spelling mastery

    Results guide follow-up drills on the same mastery targets based on per-student spelling performance.

Best for: Fits when classrooms need browser spelling drills with importable word lists and repeatable mastery targets.

#8

Virtual Writing Tutor

vertical specialist

Free ESL-focused grammar and spell checker with targeted feedback for English language learners.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

Guided spelling practice that targets the same recurring misspellings through repeated correction cycles.

Virtual Writing Tutor is a browser-based spelling practice tool built around guided writing prompts and immediate correction. The core workflow uses short dictation-style practice sessions, then records recurring misspellings to drive targeted drills.

Pros
  • +Dictation-style drills with quick feedback reduce time spent on guessing
  • +Custom spelling list management supports targeted remediation by word set
  • +Practice sequencing keeps students moving from prompts to correction
  • +Error pattern focus supports repeat practice on the same misspellings
Cons
  • –Automation for classroom-wide roster provisioning and sync is limited
  • –Export and integration options for external spelling curricula are narrow
  • –Spelling accuracy metric reporting is less granular than dedicated assessment tools
  • –Advanced phoneme-to-grapheme rule customization is not a primary workflow
Use scenarios
  • English language learners

    Review drafts for spelling and clarity

    Errors highlighted for fixes

  • Students and educators

    Practice spelling with audio prompts

    Correctness feedback after each try

Show 2 more scenarios
  • ESL instructors

    Deliver guided classroom writing practice

    Guided practice for learners

    Instructors use structured feedback and exercises to support learner revision during writing instruction.

  • English language learners

    Learn from explanations tied to edits

    Better understanding of corrections

    Learners review explanations connected to suggested edits to understand recurring grammar issues.

Best for: Fits when tutors need guided dictation practice and custom word-set drills without LMS complexity.

#9

Scribens

vertical specialist

Free online grammar and spell checker offering corrections and style improvements with a browser extension.

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

Custom dictionary word list import for enforcing approved classroom spellings during live correction.

Scribens is an online spelling and writing correction tool that focuses on language error detection and correction feedback inside a browser workflow. It supports custom dictionaries via word list import so schools and classes can enforce domain-specific spellings.

Pros
  • +Inline corrections reduce time spent jumping between error lists
  • +Custom dictionary word list import supports classroom-specific spellings
  • +Browser-based use avoids client installs for quick deployment
  • +Review-oriented workflow fits teacher feedback cycles
Cons
  • –Limited evidence of a rich spelling-rule taxonomy for instruction
  • –No clearly documented automation or API surface for roster-scale workflows
  • –Custom lists can grow unwieldy without structured management
  • –Accessibility controls for assistive workflows are not a standout focus
Use scenarios
  • Workplace writing teams

    Proofread emails and reports before sharing

    Fewer basic writing errors

  • Bilingual writers and teams

    Check English or French drafts

    Language-specific corrections

Show 2 more scenarios
  • Students and contributors

    Pre-submit content for an editor

    Fewer mistakes before review

    Contributors run an initial automated pass to reduce basic errors before a teacher or editor review.

  • Copy editors and proofreaders

    Inspect marked changes during line edits

    Faster line-level review

    Copy editors use sentence-level suggestions to support localized edits during repeated editing passes.

Best for: Fits when classrooms need browser-based spelling correction with custom word lists and teacher review.

#10

JSpell

vertical specialist

Online spell checker providing instant text-area-based correction with medical and legal dictionary support.

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

Custom spelling list support used inside the interactive, browser-based correction workflow.

JSpell is an online spelling workflow built around a browser-based editor and word-by-word correction. It supports custom word lists and lets users validate text for misspellings without needing local software installs.

Pros
  • +Browser-based spelling checks with quick edit and feedback loop
  • +Custom spelling list support for recurring lesson vocabulary
  • +Word-by-word correction flow fits practice and review sessions
  • +Lightweight UI design supports tablet and classroom use
Cons
  • –Limited evidence of deep automation via documented integration APIs
  • –No clear built-in grading rubric for spelling error patterns
  • –Custom list management workflow can be cumbersome for large cohorts
  • –Coverage gaps may appear for advanced orthographic rule needs
Use scenarios
  • Classroom educators

    Assign browser spelling checks for lessons

    Spelling accuracy feedback

  • Students

    Practice dictation and word recall

    Reinforced spelling practice

Show 2 more scenarios
  • Writing assignment graders

    Review spelling in student submissions

    Consistent spelling checks

    Instructors validate text for misspellings without local installs to support structured assignment review.

  • Lesson administrators

    Use lesson-aligned custom word lists

    Aligned correction targets

    Programs configure recurring lesson vocabulary lists so checks match the targeted spelling content.

Best for: Fits when teachers need quick spelling validation and custom word lists for repeated classroom practice.

Conclusion

After evaluating 10 online spelling software, ProWritingAid 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
ProWritingAid

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 Online Spelling Software

How do LanguageTool and ProWritingAid differ in how they detect spelling problems?
LanguageTool uses rule-based spelling and grammar checks with configurable dictionaries that persist across browser edits and API validation. ProWritingAid focuses on writing pattern analysis inside the editor so spelling and word-choice issues appear in report-style feedback tied to repeatable problem patterns.
Which tools support API access or API-driven workflows for spelling and grammar checks?
LanguageTool offers API access for embedding checks in other applications. Grammarly supports editor embedding through browser, desktop, and mobile workflows with extensions and integrations, while ProWritingAid emphasizes document-level reports inside its writing editor rather than an API-first integration surface.
How does Grammarly handle inline rewrites compared with WhiteSmoke’s guided corrections?
Grammarly generates inline rewrite suggestions inside the writing editor while preserving meaning and adjusting grammar and tone in context. WhiteSmoke provides sentence-level feedback with suggestions and repeatable rewrite options, but it centers on immediate correction of pasted or typed text rather than inline tone control.
When does custom word list management matter, and which tools provide it?
Custom word list management matters when domain vocabulary must stay consistent across repeated submissions and classrooms. Ginger Software, WhiteSmoke, Scribens, and JSpell support custom spelling lists, while Sapling and JSpell focus on keeping managed lists aligned during ongoing checks.
What breaks if a tool is used for spelling checks but the workflow needs grammar and style beyond word-level errors?
SpellQuiz and Virtual Writing Tutor prioritize spelling drills and recurring misspellings rather than grammar or writing style enforcement. ProWritingAid and LanguageTool cover spelling plus grammar and style rules, so teams that rely on spelling-only tools often need a separate grammar workflow.
How do SSO roster sync and classroom governance features differ between Sapling and other browser editors?
Sapling includes centralized administration features designed for classroom or team governance, including roster handling and audit visibility. Grammarly, LanguageTool, and WhiteSmoke focus on writing feedback inside editors, so they do not target classroom roster sync workflows as a primary capability.
How should data migration be handled when moving from an existing CSV word bank to a new platform?
Tools that accept word list import need a mapping from CSV columns to the expected word bank format before the first check run. Scribens supports custom dictionary import via word list files, while SpellQuiz and JSpell support custom word list workflows so imported entries can be used for live correction and repeated practice.
Which tool is better for teacher review loops with student correction cycles in a browser workflow?
Scribens supports sharing and review workflows suited to classroom correction cycles with inline highlighting that helps learners revise specific words. Sapling adds managed spelling list governance for teams and classrooms, while ProWritingAid provides report-style feedback tied to writing patterns rather than teacher-to-student correction loops.
What tradeoff appears when choosing browser-based spelling validation like JSpell versus dictation-focused practice like Virtual Writing Tutor?
JSpell focuses on quick browser-based validation with word-by-word correction against configurable lists, so it fits assignments and structured review. Virtual Writing Tutor uses guided dictation-style practice sessions that drive targeted drills based on recurring misspellings and a mastery threshold, so it is less suited for large document-level proofreading.
Which tool handles error pattern analysis for targeted re-practice without becoming a full grammar writing assistant?
SpellQuiz performs error pattern analysis by breaking down incorrect entries to steer targeted re-practice within the same word set. ProWritingAid and LanguageTool also analyze broader language issues, but their core feedback spans grammar and style, which can shift workflows away from spelling-only drill throughput.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Online Spelling Software

We separate options by how they test and correct spelling with real feedback, how they handle your own word sets, and how much control they give over practice and reporting. Pick the product that matches your review workflow through criteria like correction detail.

Correction detail and suggested rewrites

Why it matters

Correction detail matters because spelling help is only useful when it shows what to change and why. Suggested rewrites also reduce repeat mistakes during the same session.

How to check

Paste a short paragraph with 10–15 common misspellings and run a check. Confirm the tool returns the correct spelling and a brief, actionable suggestion for each error type.

Custom word lists and exceptions

Why it matters

Custom word management matters when your texts include names, technical terms, or preferred spellings. Exceptions prevent noise in work you review often.

How to check

Look for a place to add words to a list and choose whether variants are allowed. Try adding one correct-but-flagged term and re-check the same text to confirm it stops being marked.

Live feedback while typing

Why it matters

Live feedback changes how quickly you fix errors without re-reading long drafts. If feedback is delayed, you often miss the chance to learn from the exact mistake.

How to check

Use the editor field (or typing box) and enter words character-by-character. Note whether errors appear immediately and whether fixes update in place as you correct them.

Practice modes and repetition controls

Why it matters

Practice configuration matters because spelling improvement depends on the pattern of exercises you actually do. Repetition controls tell you whether the tool drills the words you need or just cycles content.

How to check

Start a practice session and adjust the target set or mode if the UI offers it. Check whether the session uses your selected word set and whether you can repeat specific items.

Progress reports for error patterns

Why it matters

Results reporting matters because you need to see what to review next. Clear pattern reporting saves time versus manually scanning highlighted mistakes.

How to check

After a sample check or practice, open the results view. Confirm it shows which words or error types were most frequent and provides a way to revisit them.

Import and export of word lists

Why it matters

Import and export matters when you already maintain spelling targets outside the tool. If you can’t move lists, you’ll rebuild them each time you switch workflows.

How to check

Find the word list import and export options in settings. Test by importing a small list and exporting your updates, then verify the same words work in a new session.

Red flags

  • Corrections are vague with no clear next step
  • Custom words still get flagged during new checks
  • Reports don’t show which mistakes to fix next

Fit by situation

  • If you revise drafts in real time, prioritize live feedback while typing.
  • If your work includes proper nouns and technical terms, prioritize custom word lists and exceptions.
  • If you want to track improvement across weeks, prioritize progress reports for error patterns.
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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