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Top 10 Best Chinese Typing Software of 2026

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Top 10 Best Chinese Typing Software of 2026

Compare chinese typing software options like QQ Pinyin Input, showing key features for learners, students, and multilingual writers.

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

Chinese typing software converts pinyin or character input into Chinese text with prediction, custom dictionaries, and configurable learning loops. This comparison helps analysts and daily users weigh platform fit, configuration depth, and practice or testing workflows across Windows, macOS, mobile, and Linux input stacks.

QQ Pinyin Input is the best overall pick for people who type Pinyin-heavy messages and need fast candidate selection because its phrase-ranking is tuned for chat-style input, whereas Sogou Pinyin Input Method fits daily desktop and browser users since it keeps composition and conversion inside web text fields while reusing custom terms.

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

QQ Pinyin Input

Built-in phrase ranking optimized for messaging-style input and rapid candidate selection.

Best for: Fits when frequent Pinyin phrase typing matters more than training and deep customization.

2

Sogou Pinyin Input Method

Editor pick

Browser-compatible composition and candidate conversion that keeps Pinyin typing inside web input workflows.

Best for: Fits when daily desktop and browser typing needs fast candidate conversion and custom terms reuse.

3

Google Pinyin Input

Editor pick

Browser-surface IME composition that places candidates in the same editing flow.

Best for: Fits when frequent web typing needs consistent Pinyin conversion and inline candidates.

Comparison Table

1
QQ Pinyin InputBest overall
vertical specialist
9.2/10
Overall
2
desktop input method
8.8/10
Overall
3
8.6/10
Overall
4
8.5/10
Overall
5
vertical specialist
8.3/10
Overall
6
Linux input framework
7.7/10
Overall
7
desktop input method
7.4/10
Overall
8
open-source input framework
7.0/10
Overall
9
OS-integrated input method
6.8/10
Overall
10
OS-integrated input method
6.5/10
Overall
#1

QQ Pinyin Input

vertical specialist

Tencent's pinyin input method offering intelligent Chinese typing on Windows and mobile.

9.2/10
Overall
Features9.2/10
Ease of Use9.1/10
Value9.3/10
Standout feature

Built-in phrase ranking optimized for messaging-style input and rapid candidate selection.

QQ Pinyin Input is designed around Pinyin-to-characters conversion with live candidate windows and phrase-level selection, which reduces keystrokes when typing frequent multi-character words. Hotkey configuration enables quick changes between input modes and punctuation handling during fast messaging. It also includes a user lexicon workflow for saving personal terms so future candidate ranking reflects recurring vocabulary.

A clear tradeoff is that the setup and tuning depth is smaller than more developer-oriented input method frameworks, which limits automation options for enterprise standardization. It fits best for daily messaging and internal communications on Windows desktop browsers and chat apps where consistent candidate selection matters more than deep customization.

Pros
  • +Phrase-focused candidates reduce edits in short chat messages
  • +Fast hotkey switching for input mode and punctuation during typing
  • +User lexicon saves personal terms for better future ranking
  • +Unicode Han character output works across standard desktop apps
Cons
  • –Limited automation and API surface for enterprise provisioning
  • –Advanced customization depth is weaker than specialized typing tool suites
Use scenarios
  • Customer support agents

    Drafting repetitive Pinyin replies

    Faster, fewer keystrokes per reply

  • Sales teams

    Typing product names and contact info

    More accurate quick insertion

Show 1 more scenario
  • Student note-takers

    Switching between punctuation and characters

    Less interruption while typing

    Hotkeys and inline composition support steady flow while writing Chinese notes.

Best for: Fits when frequent Pinyin phrase typing matters more than training and deep customization.

#2

Sogou Pinyin Input Method

desktop input method

A Chinese Pinyin input method for Windows, macOS, and mobile devices.

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

Browser-compatible composition and candidate conversion that keeps Pinyin typing inside web input workflows.

Sogou Pinyin Input Method turns Hanyu Pinyin typing into Chinese character and phrase candidates through its conversion engine and phrase segmentation. Its standout workflow is browser-based Chinese input where typed syllables are composed inline and converted with candidate ranking.

Custom user lexicon and hotkey configuration support faster reuse of personal terms and keyboard habits. Integration is centered on desktop IME behavior and web input pages that rely on a browser-compatible input method layer.

Pros
  • +Accurate Pinyin to candidate conversion with good phrase-level results
  • +Browser-based Chinese input works without switching to a separate app
  • +Custom user lexicon speeds up repeated domain terms
  • +Hotkey configuration supports fast mode switching for daily typing
Cons
  • –Candidate selection flow can feel slower on dense prediction lists
  • –Advanced customization depends on desktop installation and compatible environments
Use scenarios
  • Students typing Pinyin daily

    Compose phrases with candidate ranking

    Fewer keystrokes per sentence

  • Content teams in browsers

    Type Chinese inside web editors

    Consistent web typing

Show 2 more scenarios
  • Bilingual staff using shortcuts

    Apply hotkeys for mode switching

    Less time switching modes

    Hotkey configuration speeds switching between input and punctuation during fast drafting.

  • Professionals with custom terms

    Reuse personal lexicon entries

    More accurate term suggestions

    A custom user dictionary brings frequent names and terms into candidate conversion.

Best for: Fits when daily desktop and browser typing needs fast candidate conversion and custom terms reuse.

#3

Google Pinyin Input

SMB

Google's pinyin-based Chinese input method for Android and other platforms.

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

Browser-surface IME composition that places candidates in the same editing flow.

Google Pinyin Input is built to run inside a browser workflow, so the candidate window and inline composition appear where the web page accepts text input. Pinyin-to-character conversion focuses on smooth selection with hotkey-driven navigation and quick commit behavior during typing. Custom dictionary support is available through the Google account experience, which makes personal vocabulary follow the same identity across sessions.

A key tradeoff is limited control over the full conversion pipeline compared with dedicated desktop IMEs that expose deeper customization knobs. It fits well for day-to-day typing inside web apps like document editors and email compose fields, where installation friction is a bigger constraint than advanced tuning.

Pros
  • +Inline candidate window works directly in browser text fields
  • +User lexicon support improves accuracy for personal terms
  • +Punctuation conversion and full-width output reduce manual cleanup
  • +Candidate ranking adapts to repeated input behavior
Cons
  • –Less IME pipeline control than full desktop Chinese typing tools
  • –Advanced workflow tuning depends on browser integration limits
Use scenarios
  • Office knowledge workers

    Compose Chinese email in a browser

    Fewer keystrokes per Chinese message

  • Student note-takers

    Type study notes in web documents

    Cleaner notes with less cleanup

Show 1 more scenario
  • Multilingual admins

    Keep a shared keyboard workflow

    Consistent term accuracy

    Account-based user vocabulary keeps personal terms available across sessions in the web IME.

Best for: Fits when frequent web typing needs consistent Pinyin conversion and inline candidates.

#4

Typing.com Chinese Typing Test

SMB

Online typing test and practice platform with Chinese character exercises.

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

Session progress ties lesson completion to timed test outcomes across simplified and traditional practice sets.

Typing.com Chinese Typing Test focuses on browser-based Chinese typing practice with guided lessons and measurable tests. It supports both simplified and traditional writing targets and emphasizes character-by-character accuracy during timed runs.

Pros
  • +Timed tests track speed and accuracy per session
  • +Lesson paths narrow practice from basic to mixed text
  • +Instant feedback highlights mistakes as they happen
  • +Browser delivery avoids installs and platform-specific setups
Cons
  • –Typing-only focus leaves input method tuning unaddressed
  • –No documented audit log for organization-level governance
Use scenarios
  • Students practicing character accuracy

    Timed runs for Chinese typing

    Higher accuracy under time

  • Teachers assigning keyboard drills

    Assign lessons and test sessions

    Clear progress for classes

Show 1 more scenario
  • Beginners learning stroke-based behavior

    Switch simplified and traditional

    Practice matches assignment text

    Targets simplified or traditional writing so practice matches the writing system required.

Best for: Fits when practice needs fast browser-based scoring for Chinese typing accuracy and speed.

#5

ChineseInput.net

vertical specialist

Web-based Chinese typing tool using pinyin transliteration in the browser.

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

User lexicon editing that persists preferred mappings for character and phrase candidates across sessions.

ChineseInput.net targets users who need consistent Chinese typing inside a desktop browser, not just character lookup. The composing flow centers on inline candidate selection, and the conversion engine maps keystrokes into Chinese characters and multi-character phrases. Configuration covers keyboard layout alignment, full-width and half-width output, and punctuation conversion so copied text matches common formatting expectations.

Pros
  • +Browser-first IME-style candidate selection for fast composition
  • +Simplified and traditional modes with consistent conversion behavior
  • +Hotkey controls and keyboard layout settings reduce typing friction
  • +Custom user lexicon supports recurring names and terms
Cons
  • –Input behavior can change across sites that handle focus differently
  • –Advanced automation hooks and external API access are not clearly documented
  • –Handwriting and speech-to-text features are not a primary focus
  • –Deep offline mode support is limited for disconnected browser sessions
Use scenarios
  • Customer support agents

    Typing replies with consistent formatting

    Faster replies with fewer typos

  • Bilingual office writers

    Switching simplified and traditional

    Less post-editing before sending

Show 2 more scenarios
  • Community moderators

    Consistent candidate selection under pressure

    More accurate posts in short time

    Moderators rely on candidate updates during inline composition to type Chinese quickly in web tools.

  • Technical translators

    Repeated domain terminology

    Terminology consistency across drafts

    Translators store preferred term mappings in the user lexicon to keep outputs consistent.

Best for: Fits when browser-heavy workflows need configurable Chinese typing and repeat-term reuse.

#6

Fcitx 5 Chinese Addons

Linux input framework

A Linux input framework that provides Chinese Pinyin, Wubi, and other input methods.

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

Tight integration with the Fcitx 5 input method framework configuration and composition pipeline.

Fcitx 5 Chinese Addons brings desktop Chinese input to the Fcitx 5 input method framework through modular add-ons and configurable handlers. It supports common Pinyin input workflows with candidate window behavior, inline composition, and per-user lexicon. It also relies on the surrounding Fcitx 5 configuration model, so the best results come from tuning shared IME settings rather than a single bundled interface.

Pros
  • +Modular add-ons fit Fcitx 5 configuration and hotkey workflows
  • +Candidate selection and inline composition behave like a native desktop IME
  • +User lexicon support integrates with per-user input behavior
  • +Works well for mixed environments where one IME framework is preferred
Cons
  • –Chinese input quality depends heavily on add-on selection
  • –Harder to standardize across machines due to distributed settings
  • –Limited built-in guidance compared with dedicated Chinese typing apps
  • –Automation and API-style control are not exposed as a first-class surface
Use scenarios
  • Linux desktop users

    Enable Chinese Pinyin via add-ons

    Reliable desktop Chinese typing

  • Power users customizing inputs

    Tune handlers and lexicon behavior

    Personalized candidate output

Show 1 more scenario
  • Teams sharing Linux configs

    Standardize IME settings across users

    Less variation in typing

    Results improve through consistent Fcitx 5 shared IME settings rather than a bundled interface.

Best for: Fits when one desktop IME stack must handle Chinese input and consistent hotkeys across apps.

#7

Baidu Input Method

desktop input method

A Chinese input method offering Pinyin conversion, predictive text, and personalized dictionaries.

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

Web candidate ranking tuned for short phrase prediction during inline composition.

Baidu Input Method is a browser-based Chinese IME focused on Pinyin input with a strong Baidu candidate and conversion workflow. It offers fast switching among input modes like Pinyin and handwriting-style entry inside the web keyboard, with a candidate window that supports phrase-level suggestions.

Pros
  • +Candidate ranking feels optimized for short phrases
  • +Quick mode switching between Pinyin and handwriting-style entry
  • +Inline composition reduces keystroke interruption during selection
  • +Punctuation conversion works inside common text fields
Cons
  • –Limited automation and API surface compared with desktop IMEs
  • –Custom dictionary controls feel lightweight for heavy personalization
  • –Rare character handling depends on browser input context
  • –Admin governance and audit trails are not available for teams
Use scenarios
  • Web writers on daily tasks

    Inline Pinyin conversion with phrases

    Faster drafting in web forms

  • Customer support agents

    Type common names and terms quickly

    Reduced backspacing

Show 2 more scenarios
  • People editing punctuation-heavy text

    Handle punctuation during composition

    Fewer punctuation mistakes

    Supports punctuation behavior in the IME flow so messages stay consistent while typing.

  • Bilingual users switching modes

    Switch between Pinyin and handwriting entry

    More comfortable input options

    Provides quick mode switching for handwriting-style entry when keyboard typing is slower.

Best for: Fits when individual web users need responsive Pinyin suggestions with low setup friction.

#8

Rime Input Method

open-source input framework

An open-source multilingual input method engine with Chinese Pinyin and shape-based schemas.

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

The Rime build and configuration system lets rules and dictionaries be versioned and deployed across devices.

Rime Input Method delivers an IME stack built around a configurable schema for producing Chinese character candidates from user input. It supports multiple input engines such as Pinyin, Zhuyin, Cangjie, and Wubi through a shared configuration and dictionary workflow.

Pros
  • +Dictionary-first configuration for Pinyin and other engines
  • +Candidate selection can be tuned through rule and weight changes
  • +Reusable customization workflow across desktops
  • +Supports rare character candidates via custom data
Cons
  • –Initial setup can feel file-based instead of UI-based
  • –Advanced tuning requires understanding rules and schema
  • –Phrase segmentation quality varies with dictionary and settings
  • –Mobile and browser usage depend on platform-specific wrappers
Use scenarios
  • Technical users configuring input

    Build custom schemas for Pinyin

    Input tailored to preferences

  • Translators needing multiple methods

    Switch between Zhuyin and Cangjie

    One setup, many input styles

Show 2 more scenarios
  • Power typists with custom vocab

    Extend with user lexicon files

    Better suggestions for niche terms

    User dictionaries can be added to influence candidate ranking and phrase composition.

  • Teams syncing input across devices

    Reuse editable builds on machines

    Consistent IME experience

    Editable build and configuration processes help replicate the same behavior across computers.

Best for: Fits when power users need repeatable IME customization with controlled candidate and dictionary behavior.

#9

Apple Chinese Input Methods

OS-integrated input method

Apple's integrated Chinese input methods for macOS, including Pinyin, Zhuyin, and handwriting.

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

System-level inline composition stays synchronized with cursor position, undo, and selection across macOS and iOS apps.

Apple Chinese Input Methods is an Apple IME delivered through macOS, iOS, iPadOS, and Apple’s input method framework rather than a standalone browser or desktop app. It provides Pinyin input with candidate window composition, phrase-level behavior, and tight integration with system keyboard, autofill fields, and Apple text services.

Pros
  • +Candidate window composition matches Apple text editing and selection behavior
  • +User lexicon and input mode settings follow the same Apple ID profile
  • +Works consistently across native apps, web forms, and system dialogs
  • +Handwriting and dictation output integrates into standard text fields
Cons
  • –Enterprise governance is limited because the IME is system-level
  • –Advanced training controls and data export are not exposed to users
Use scenarios
  • macOS writers and editors

    Compose Chinese in system text fields

    Consistent behavior across apps

  • Mobile users drafting messages

    Type with candidates across iOS apps

    Faster message composition

Show 2 more scenarios
  • Users needing handwriting input

    Switch to handwriting-style entry

    More accurate non-keyboard entry

    Handwriting routes through system recognition to produce inline results that match standard text editing.

  • People using system services

    Use input with autofill and text tools

    Fewer interruptions in forms

    IME integration keeps Chinese typing consistent with Apple text services in autofill and other fields.

Best for: Fits when individuals need consistent Chinese typing across Apple devices without separate IME installs.

#10

Microsoft Pinyin IME

OS-integrated input method

The integrated Microsoft Chinese Pinyin input method for Windows.

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

Uses the Windows input method framework for consistent candidate rendering in standard desktop apps.

Microsoft Pinyin IME fits Windows users who want Pinyin typing that integrates with the operating system and Microsoft app input pipelines. It supports Pinyin input with candidate selection, inline composition, and conversion to Unicode Han characters in common desktop workflows.

Pros
  • +Strong Windows integration with consistent behavior across system text fields
  • +Fast candidate selection through predictable inline composition and paging
  • +Hotkeys support quick switching of input modes and punctuation behavior
  • +Works well with Unicode Han characters for copy and paste workflows
Cons
  • –Limited advanced phrase segmentation controls versus specialized training tools
  • –Custom dictionary management is weaker than IMEs that expose richer import options
  • –Candidate ranking tuning is less transparent than alternative Pinyin IMEs
  • –Typing speed depends on layout and hotkey setup in new environments
Use scenarios
  • Windows desktop users

    Type Pinyin into standard apps

    Accurate Chinese input in apps

  • Office productivity users

    Control modes and punctuation quickly

    Less friction while writing

Show 1 more scenario
  • People doing fast copy edits

    Select candidates while composing inline

    Quicker revisions

    Inline composition supports quick candidate selection while staying in the cursor workflow.

Best for: Fits when Windows users need reliable Pinyin input across Office, browsers, and system text boxes.

Conclusion

After evaluating 10 chinese typing software, QQ Pinyin Input 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
QQ Pinyin Input

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 Chinese Typing Software

How do browser-based IMEs differ from desktop IMEs for Chinese Pinyin typing?
Google Pinyin Input and QQ Pinyin Input let users compose candidates inside the web or chat input flow, so the candidate window stays tied to the same editing surface. Microsoft Pinyin IME and Apple Chinese Input Methods integrate through the operating system input method framework, so candidate rendering and hotkey handling follow system text controls across apps.
Which tool supports phrase-level typing behavior for chat-style input?
QQ Pinyin Input ranks Pinyin candidates with messaging-style phrase ordering and converts repeated chat wording faster through its built-in phrase corpus. Google Pinyin Input focuses on inline conversion inside browser inputs, so it supports phrase candidates but does not mirror QQ’s messaging-oriented phrase ranking depth.
How does custom user lexicon persistence work across sessions in these tools?
ChineseInput.net includes user lexicon editing that persists preferred mappings across sessions, which is useful for names and domain terms. Rime Input Method stores custom dictionary changes in its configurable data files, which can be rebuilt and deployed repeatedly across machines instead of being tied to a single session profile.
When do candidate windows update during typing, and what causes candidate reordering?
TypingMaster and Typing.com Chinese Typing Test emphasize accuracy scoring during guided practice, so candidate selection is not the core workflow there. Google Pinyin Input and Sogou Pinyin Input Method update candidate ranking during inline composition, which changes the candidate order as the input prefix grows and as conversion context shifts.
What breaks if a workflow needs strict character and punctuation handling across full-width and half-width modes?
Google Pinyin Input explicitly supports full-width or half-width character output and standard punctuation conversion, which prevents mismatched punctuation in web forms. If that requirement is not covered, users may see inconsistent punctuation or character-width output in Rime Input Method because punctuation behavior depends on its configuration and dictionary rules.
Which setup is better for multi-engine input such as Pinyin plus Zhuyin or Wubi?
Rime Input Method is designed as an IME stack that can run multiple engines through one schema and shared dictionary workflow. Microsoft Pinyin IME and Apple Chinese Input Methods focus on Pinyin input through their platform input method frameworks, so they do not provide the same multi-engine engine-and-schema model.
How do integrations and input pipelines differ across web input and native apps?
Google Pinyin Input and ChineseInput.net target browser input surfaces with IME-style composition, so they work with typical in-browser text controls without relying on a system-wide desktop IME install. Microsoft Pinyin IME uses the Windows input method framework, so it routes composition and candidate rendering through system input pipelines used by Office, desktop apps, and standard text boxes.
When does handwriting or speech-to-text matter compared with pure Pinyin typing?
Apple Chinese Input Methods routes dictation and handwriting workflows through Apple system recognition pipelines, which then produce inline results in the text editing view. Most of the other tools in this list concentrate on Pinyin-to-character conversion such as QQ Pinyin Input and Baidu Input Method, so non-Pinyin recognition features are not the primary workflow.
What tradeoff appears when choosing a data-driven, configurable IME versus a web-first IME?
Rime Input Method can be versioned and rebuilt from configuration and dictionary data files, which supports controlled extensibility but requires an ongoing configuration workflow. Baidu Input Method prioritizes responsive web candidate ranking during inline composition, so it limits admin-style automation and deep deployment control compared with schema-driven IME stacks like Rime.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Chinese Typing Software

Chinese typing software mostly differs in how it turns keystrokes into correct Chinese characters and how much control it gives you over editing, candidates, and long-term accuracy. We focus on these differences you can observe directly: accuracy & candidate behavior, learning quality, input speed, and usability in your actual typing workflow.

Typing accuracy and candidate ranking

Why it matters

Typing accuracy and candidate ranking determine whether your keystrokes reach the intended characters quickly or force lots of corrections. For chinese typing software, the candidate list should match your common intents and show the right option consistently.

How to check

Try a small set of phrases you actually type (work topics, names, and common sentences). Check whether the intended characters appear in the top candidates and whether the list behaves predictably as you edit.

Learning from corrections over time

Why it matters

Learning from corrections over time reduces repeated effort for your personal vocabulary and writing style. With chinese typing software, the best ones adapt when you repeatedly pick the same correction pattern.

How to check

During testing, intentionally choose a less-default candidate for the same keystrokes 5–10 times. Re-enter the same keystrokes later (after a restart if possible) and see whether your chosen option becomes easier to reach.

Low latency while composing

Why it matters

Low latency while composing affects throughput and typing flow, especially when candidates update on each keystroke. For chinese typing software, delays make even accurate candidates feel slow.

How to check

Type a fast, continuous paragraph and watch for stalls when the candidate list updates. Compare responsiveness when switching between short and longer phrases.

Editing controls and punctuation output

Why it matters

Editing controls and punctuation output reduce friction when you insert commas, periods, and full-width characters mid-sentence. In chinese typing software, punctuation handling often separates “usable” from “comfortable.”

How to check

Use backspace and cursor moves to fix mistakes in the middle of a sentence. Test punctuation entry and verify it matches what you expect (spacing, full-width vs half-width behavior, and whether symbols convert correctly).

User vocabulary portability and control

Why it matters

User vocabulary portability and control matter when you switch devices or work contexts. With chinese typing software, you want extensibility and a clear way to manage your custom terms without losing them.

How to check

Add a few custom terms in a test workflow, then look for an export/import or a documented way to copy settings. If the product uses an admin-like setup on shared devices, check whether you can control who gets which vocabulary.

Red flags

  • Candidates rarely match intended words, forcing frequent manual edits
  • Corrections don’t stick after restarting or after time passes
  • Punctuation and symbol behavior is inconsistent during mid-sentence edits

Fit by situation

  • If you type short messages daily and rely on fast candidate selection, prioritize Typing accuracy and candidate ranking.
  • If you frequently correct the same terms or names, prioritize Learning from corrections over time.
  • If you switch devices or share a workstation, prioritize User vocabulary portability and control.
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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