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Education LearningTop 10 Best Maths Writing Software of 2026
Compare maths writing software options like Papeeria, Overleaf, and MathType with tradeoffs for students and teachers planning documents and equations.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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Papeeria is the best pick for educators who want structured maths documents with stable equation rendering during revisions because its section-based authoring keeps LaTeX math anchored even when you reflow the page, whereas MathType fits Word-first teaching and publishing teams thanks to its add-in workflow that preserves equation fidelity while you edit.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Papeeria
Section-based document authoring that keeps LaTeX-rendered equations anchored across reflows.
Best for: Fits when educators need structured math documents with stable equation rendering during revisions.
Overleaf
Editor pickVersioned project histories with compile logs let teams audit and repair math document build failures quickly.
Best for: Fits when author teams need shared LaTeX source control with frequent compile feedback.
MathType
Editor pickWord add-in editing that maintains equation fidelity across copy, paste, and reflow in long documents
Best for: Fits when education and publishing teams need consistent equation authoring with LaTeX-first output.
Comparison Table
Papeeria
SMBOnline LaTeX editor for collaborative writing of scientific and mathematical documents.
Section-based document authoring that keeps LaTeX-rendered equations anchored across reflows.
Papeeria’s core workflow centers on writing structured documents that mix text and rendered math, with LaTeX as the authoring input. It supports MathJax-style rendering behavior in-page and produces export-ready documents for submission and sharing. The editor layout groups content by sections and keeps equation placement stable when content is reorganized. It also fits teams that need consistent formatting across many pages.
A key tradeoff is that deep automation and API-driven workflows are not as prominent as in tools built for programmer-led integrations. Papeeria is a strong fit for educators and research assistants who need step-by-step derivation formatting and frequent rework without switching between multiple editors. It is less ideal for deployments that require heavy programmatic ingestion of equation sources or CAS-backed solving pipelines.
- +Browser-first writing keeps math placement consistent across section edits
- +LaTeX input workflow integrates directly with rendered equations
- +Document-oriented navigation supports long assignments and manuscripts
- +Export outputs preserve formatting for classroom sharing
- –Limited visible API and automation surface for ingestion pipelines
- –CAS-style step solvers are not central to the authoring workflow
- –Accessibility tagging depth is not the primary focus during writing
- –Advanced layout controls can feel constrained for publication grading
Math instructors
Create multi-step worksheet documents
Faster revisions and consistent worksheets
Student study groups
Draft collaborative problem solutions
Consistent outputs for submission
Show 1 more scenario
Research assistants
Assemble manuscript-style notes
Reduced formatting rework
Notes combine narrative structure and rendered equations for internal reviews and later submission.
Best for: Fits when educators need structured math documents with stable equation rendering during revisions.
Overleaf
SMBOnline LaTeX editor for writing documents with mathematical notation and collaborative editing.
Versioned project histories with compile logs let teams audit and repair math document build failures quickly.
Overleaf turns LaTeX writing into a web workflow with real-time collaboration and immediate PDF preview. Its core advantage is editing discipline around LaTeX sources, including versioned project histories, compile logs, and shareable project links.
Teams can manage large authoring spaces with structured projects and consistent build behavior across collaborators. For math-heavy documents, it supports LaTeX macro reuse and figure packaging patterns that stay aligned with publishers’ LaTeX pipelines.
- +Real-time collaboration with section-level presence over LaTeX sources
- +PDF preview updates tied to compile runs and visible log output
- +Project histories support rollback when edits break builds
- +Template-driven workflows reduce formatting drift in math papers
- –LaTeX builds still require resolving missing packages and dependencies
- –Large projects can feel slow to compile during frequent edits
- –Advanced math behaviors rely on LaTeX macros rather than guided tools
- –Export and downstream editing can require extra LaTeX post-processing steps
STEM students and instructors
Write equation-heavy lecture notes
Rendered notes with correct math
International research teams
Collaborate on a shared paper draft
Common build environment
Show 2 more scenarios
Graduate students and advisors
Manage thesis chapters in one project
Consistent thesis formatting
Organize chapters, references, figures, and appendices with a structured workflow and traceable revisions.
Editorial and research collaborators
Maintain supplementary figures and tables
Supplementary materials stay consistent
Keep appendices and deliverables linked to the main manuscript so outputs stay aligned across builds.
Best for: Fits when author teams need shared LaTeX source control with frequent compile feedback.
MathType
vertical specialistEquation editor for creating and inserting mathematical notation into documents and digital platforms.
Word add-in editing that maintains equation fidelity across copy, paste, and reflow in long documents
MathType by WIRIS edits math in a WYSIWYG equation editor that outputs production-ready markup for document workflows. It supports LaTeX math entry with structure-aware editing and provides export paths used in authoring and publishing pipelines.
The editor also integrates with Microsoft Word through an equation add-in workflow to keep figures consistent across document revisions. For accessibility and interoperability, MathType focuses on conversions that fit common math formats and reader output needs.
- +WYSIWYG editing that preserves math structure during edits
- +Word add-in workflow reduces format drift across revisions
- +MathML export supports downstream rendering and accessibility use cases
- +LaTeX-compatible input supports academic authoring expectations
- –Advanced customization can require deeper LaTeX knowledge
- –Automation and API surface are limited compared with authoring suites
- –Batch conversion is weaker for large-scale ingestion than dedicated converters
- –Cross-platform collaboration workflows depend on external tooling
Technical writers in Word
Edit equations without breaking formatting
Stable equation rendering
Publishing workflow teams
Export production-ready math markup
Markup suitable for production
Show 1 more scenario
Accessibility-focused authors
Convert math into common output formats
Interoperable math outputs
Rely on conversion paths that align math entry with reader output needs and interoperability goals.
Best for: Fits when education and publishing teams need consistent equation authoring with LaTeX-first output.
Kile
vertical specialistLaTeX editor for producing technical documents with mathematical typesetting support.
WYSIWYG equation editing that edits TeX in-place without hiding source markup.
Kile targets writers who want keyboard-first LaTeX control while still using a visual equation editor for common structures. The WYSIWYG equation input supports interactive editing of math markup and keeps the underlying TeX visible for review. Build integration lets authors run compilation steps from the same workspace and inspect outputs without switching tools.
- +Keyboard-first LaTeX authoring with interactive equation editing panel
- +Document structure tooling that stays close to TeX source
- +Integrated compile and output workflow inside one editor
- +Configurable templates and completion for repeatable document setups
- –No built-in real-time collaboration for multi-author sessions
- –Math authoring depends on LaTeX-centric workflows
- –Steeper learning curve than word processors for markup navigation
- –Limited integration with LMS or browser-first authoring pipelines
Math lecturers
Batch author handouts with derivations
Consistent worksheets and faster revisions
Graduate thesis writers
Draft long documents with math
Stable document workflow
Show 2 more scenarios
Technical instructors
Iterate lecture slides content locally
Shorter edit compile cycles
Kile’s integrated build commands streamline generating PDFs after each equation or formatting change.
Computer science students
Write notes with equations
Fewer formatting mistakes
Kile provides inline math input that reduces syntax errors while preserving direct control of TeX markup.
Best for: Fits when authors need local, LaTeX-native math editing with tight compile feedback.
Authorea
SMBCollaborative scientific writing platform with support for equations and technical manuscript authoring.
Document-centric collaboration with equation rendering inside the same revisioned paper workspace.
Authorea’s core workflow centers on collaborative document editing with built-in project organization and tracked document revisions for paper teams. Math content is authored in a markup-friendly way and renders in the editor so authors can validate equations alongside text changes. Asset handling for figures and the ability to keep source content tied to the final document reduce the need for external formatting passes.
- +Real-time coauthoring keeps equation edits aligned with prose changes
- +Export-oriented workflow reduces formatting churn between draft and submission
- +Project structure supports multi-figure papers with consistent organization
- +Equation rendering inside the editor supports quick visual checks
- –Full TeX macro and engine control is narrower than local compilation
- –Strict formatting edge cases can require manual cleanup before export
- –Automation for downstream LMS packaging is not the primary strength
- –Some journal-specific style tweaks may need extra templating work
Academic paper teams
Coauthor a derivation-heavy manuscript
Fewer merge conflicts
Course instructors
Produce math problem sets and solutions
Faster revision cycles
Show 2 more scenarios
Math education researchers
Draft accessible research notes
More reviewable drafts
Equation markup stays readable while the article structure keeps citations and claims consistent.
Lab publishing coordinators
Standardize formatting across papers
Lower formatting variance
Project templates and tracked edits support consistent paper layouts across multiple submissions.
Best for: Fits when research groups need shared math-document drafting with predictable exports.
GNU TeXmacs
vertical specialistStructured scientific editing platform for producing technical documents with formulas and typeset mathematics.
Math input remains editable as structured objects, so multi-line derivations stay consistent during rewriting.
GNU TeXmacs is a WYSIWYG math authoring environment built around structured documents rather than plain text. It supports WYSIWYG equation editing with a LaTeX typesetting engine for render-accurate output, plus export pathways for sharing work.
- +WYSIWYG math editing tied to LaTeX-quality rendering
- +Document-first model keeps derivations organized
- +TeX macro support supports reusable notation workflows
- +Multiple export formats support author-to-publish pipelines
- –Non-text-first workflows can slow fast LaTeX-only users
- –Advanced integrations depend on add-ons rather than core
- –Collaboration workflows are not as streamlined as web editors
- –Large projects can feel heavy without careful structuring
Lecture and course authors
Create WYSIWYG math learning materials
Teaching content with correct typesetting
Paper writers and editors
Package equations into document files
Shareable equation packages
Show 1 more scenario
Math-focused researchers
Use macro-supported equation workflows
Reusable equation structure
Apply macro support and structured document editing to keep repeated math consistent across sections.
Best for: Fits when authors need structured, WYSIWYG math documents that still render via LaTeX.
Fidus Writer
SMBCollaborative academic writing editor with equation support for scholarly and technical documents.
Multi-line derivation formatting stays editable as a structured block across the document authoring flow.
Fidus Writer turns mathematical content into publishable documents by providing a structured equation editor and a workflow for authoring derivations and problem statements. It focuses on consistent formatting for long, multi-line math, including derivation layouts and equation reuse across a document.
- +Math-first editor keeps multi-line derivations consistently formatted
- +Document-level reuse of equations reduces rework during revisions
- +Export-focused workflow produces print-ready output for drafts
- +Typing flow supports rapid drafting of structured math content
- –Advanced publishing workflows require careful document structuring
- –Integration and automation surface is narrower than editor-first ecosystems
Problem-set creators
Write multi-step derivations and problems
Clear derivation formatting
Mathematics instructors
Prepare print-ready worksheets
PDF-ready problem documents
Show 1 more scenario
Research authors
Reuse equations across a long manuscript
Consistent equation reuse
Keep equation structure consistent by reusing math content throughout an authored document workflow.
Best for: Fits when educators need consistent, editable math derivations for document export without heavy engineering.
Mathematica
enterpriseComputational software with a notebook interface for mathematical writing and symbolic computation.
Derivation steps can be generated programmatically from Wolfram Language computations, keeping math text and results synchronized.
Mathematica is a symbolic math writing environment built around the Wolfram Language, so derivations, algebra, calculus, and proofs stay tied to executable computation. Authors can generate notebook-style explanations with typeset output, automate derivation steps, and export documents for publishing workflows. CAS features and computation-backed graphics integrate directly into math writing, which reduces the gap between “what is shown” and “what is computed.” For teaching materials that need interactive exploration plus print-ready structure, Mathematica fits deeper than a pure WYSIWYG editor.
- +Executable derivations keep displayed math consistent with computed results
- +Notebook authoring supports dynamic graphs and computation-backed figures
- +Math-aware formatting and export for publication-oriented documents
- +Extensive Wolfram Language functions support batch generation of content
- –Nontrivial learning curve for Wolfram Language and notebook workflows
- –Versioning and collaboration depend on notebook diffs and tooling maturity
- –Automating large classroom authoring can require custom scripting
- –Some equation editing tasks feel slower than dedicated WYSIWYG editors
Research authors and educators
Write computation-backed technical reports
Reproducible technical writeups
Mathematicians and engineers
Derive and validate model equations
Validated solved equations
Show 2 more scenarios
Physicists and lab researchers
Report curve fitting with uncertainty
Uncertainty-aware results
Apply regression, uncertainty propagation, and error analysis to produce quantified measurement reports.
Computational developers
Prototype math-based algorithms in notebooks
Reviewable computational prototypes
Test and package solver experiments using executable Wolfram Language notebooks with typeset output.
Best for: Fits when authors need computed derivations, figure generation, and publication exports in one workflow.
VerbTeX
SMBCloud LaTeX editor for writing and compiling documents with mathematical notation online.
Derivation-first editing that keeps multi-step math structure aligned with LaTeX-ready markup.
VerbTeX from verbosus.com targets math writing workflows around LaTeX authoring, with emphasis on structured input and conversion-friendly output. It provides an equation editing experience designed for repeatable derivations and consistent formatting in documents that use a LaTeX typesetting engine.
- +Math input workflow designed for consistent LaTeX-ready output
- +Focus on multi-step derivation formatting for document authoring
- +Editor behavior tuned for repeatable equation structure
- +Export-oriented approach for integrating into LaTeX documents
- –Limited coverage for modern web-first equation rendering workflows
- –Workflow friction for users who need extensive CAS-style interactions
- –Collaboration controls are not positioned for shared simultaneous editing
- –Math capture features can require careful input handling
Academic course designers
Author multi-step math assessments
TeX-ready assessment content
Mathematics instructors
Write repeatable derivation sequences
Repeatable derivation formatting
Show 1 more scenario
Math-heavy document authors
Round-trip equations into LaTeX
Round-trippable LaTeX math
Maintain LaTeX-friendly structure so math can flow into LaTeX typesetting workflows for publishing.
Best for: Fits when instructors and authors need repeatable LaTeX-friendly math derivation authoring without heavy markup.
TeXmaker
vertical specialistCross-platform LaTeX editor for producing documents that include mathematical notation and formulas.
Equation preview is integrated with TeX build steps inside the editor, keeping authoring and rendering tightly coupled.
TeXmaker is a LaTeX editor aimed at authors who want fast keyboard-driven math and structured document workflows without web dependencies. It supports equation editing with equation preview, LaTeX syntax assistance, and project-level management of sources and included files.
- +Keyboard-first LaTeX workflow with integrated symbol and template insertion
- +Real-time math preview tied to the editor build configuration
- +Project management for multi-file documents with a clear build workflow
- +Customizable editor settings for completion and indentation behavior
- –No built-in real-time collaboration or shared editing sessions
- –Math capture tools like handwriting recognition are not included
- –OCR math capture and equation recognition workflows require external tooling
- –Advanced accessibility exports depend on the TeX toolchain configuration
Local writers and students
Draft math content with instant preview
Fast equation authoring
Offline-first educators
Produce local builds for coursework
Repeatable offline builds
Show 1 more scenario
Technical authors
Maintain structured LaTeX projects
Clean project organization
Organize project-level sources and includes to support consistent document workflows for math reports.
Best for: Fits when authors and educators need local LaTeX authoring with math preview and repeatable builds.
Conclusion
After evaluating 10 maths writing software, Papeeria 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Maths Writing Software
Maths writing software packages a writing editor for equations and derivations with rendering and export workflows that fit academic drafting. This guide covers Authorea, Kile, Papeeria, Overleaf, MathType, TeXmaker, VerbTeX, GNU TeXmacs, Fidus Writer, and Mathematica.
Across these options, the biggest differences show up in how equation edits stay tied to the underlying source, how collaboration is handled, and what build or automation surface exists. The buyer focus stays on integration depth, equation data handling, and the practical throughput of repeated compile and revision cycles.
Maths Writing Software for LaTeX-native editing, structured derivations, and publication-ready exports
Maths writing software lets authors create math content in editors that render equations into documents while preserving a mapping back to the authored markup or structured math objects. The category spans TeX-source workflows like Kile and TeXmaker, browser-driven drafting like Overleaf and Papeeria, and editor integrations like MathType for Word-based authoring.
Some tools center the math document as a revisioned workspace, with Authorea keeping equation rendering and coauthoring aligned in the same paper workspace. Others focus on editor-time feedback loops, such as TeXmaker and Kile tying preview behavior directly to the editor’s build configuration or TeX-native authoring. A separate set of tools emphasizes structured multi-step derivations, where VerbTeX, GNU TeXmacs, and Fidus Writer maintain multi-step formatting as editable blocks across the writing flow.
Maths Writing Software capabilities that change editing speed and correctness
The practical differences between maths writing software show up in how an equation edit maps to source markup, how collaboration and versioning behave during compile cycles, and how much automation exists beyond the editor UI.
These factors decide whether repeated edits stay low-friction or degrade into manual formatting work, especially when documents grow beyond small worksheets.
Revisioned collaboration tied to compile or render
Authorea keeps equation rendering inside a revisioned paper workspace for document-centric coauthoring, while Overleaf pairs real-time collaboration with compile logs and a PDF preview tied to build runs.
In-editor TeX-native editing with predictable preview feedback
Kile provides WYSIWYG equation editing that edits TeX in place without hiding source markup, and TeXmaker integrates equation preview into the editor build steps so preview tracks the local configuration.
Structured multi-line derivations that remain editable blocks
VerbTeX aligns derivation-first authoring with LaTeX-ready markup, and GNU TeXmacs or Fidus Writer keeps multi-line derivations editable as structured objects across rewriting.
Math authoring fidelity across word processing and copy-paste
MathType uses a Word add-in workflow that maintains equation fidelity during copy, paste, and reflow in long documents, reducing formatting drift compared with ad-hoc paste into a word processor.
Project build reliability and repair workflow for LaTeX packages
Overleaf exposes compile logs that teams can use to audit and repair missing package or dependency failures, while local editors like Kile or TeXmaker rely on the author to manage build dependencies on their machine.
Automation surface for computed derivations and figure generation
Mathematica generates derivation steps from Wolfram Language computations and supports dynamic graphs and computation-backed figure creation, while other tools focus more on authoring than computation-driven step generation.
Choose a maths writing editor by workflow shape, not by equation rendering alone
The right choice starts with the dominant work pattern: shared paper drafting with revision history, local LaTeX-native authoring with tight preview feedback, or derivation-heavy teaching materials that must stay structured across rewrites.
A second fork is the automation and integration surface, which determines whether math content can plug into submission pipelines or computed derivation workflows.
Select the collaboration model that matches revision risk
If multiple authors change prose and equations in the same document workspace and need aligned edits, Authorea’s document-centric collaboration keeps equation rendering inside the revisioned paper flow. If the team needs build auditing during editing, Overleaf’s compile logs and PDF preview updates tied to compile runs support repair when LaTeX dependencies fail.
Pick TeX-native editing when source control accuracy matters most
When the workflow requires editing TeX in place with WYSIWYG assistance, Kile supports TeX-native math editing without hiding markup. When authors want preview to reflect the editor’s build configuration during local drafting, TeXmaker couples preview with the editor build steps.
Choose structured derivation authoring for multi-step teaching and exports
If the authoring task is multi-step derivations that must stay aligned and repeatable, VerbTeX is built around derivation-first editing that outputs LaTeX-friendly markup. If the priority is keeping math as editable structured objects through rewriting, GNU TeXmacs or Fidus Writer preserves multi-line derivations as structured blocks.
Decide whether math must survive Word-based publishing workflows
If equation authoring happens inside Word and the output must remain consistent across copy and reflow, MathType’s Word add-in workflow preserves math structure during editing. If the workflow is primarily LaTeX source based, local editors like Kile or Kile-like TeX-native tools avoid Word conversion drift.
Use computation-backed derivation generation only when it drives the content
If derivations and displayed results need to stay synchronized with executed math logic, Mathematica generates derivation steps from Wolfram Language computations. If the goal is primarily authoring and structured layout without computation-driven step generation, tools like Papeeria or TeX editors focus less on CAS-style step solvers.
Who Maths Writing Software fits and where it stops working
Maths writing software fits best when the team’s pain point is equation correctness during edits, collaborative revision alignment, or preservation of multi-line derivation structure.
It fits less when publishing requires heavy Word-first authoring, when automation and ingestion pipelines must be first-class, or when LaTeX builds need to run at very high throughput during frequent edits.
Research groups drafting math-heavy papers with multiple contributors
Authorea supports document-centric collaboration where equation rendering stays aligned with coauthoring inside the same revisioned paper workspace. Overleaf adds versioned project histories plus compile logs that help teams audit and repair build failures.
LaTeX-native authors and educators who need tight preview feedback while editing source
Kile offers WYSIWYG editing that edits TeX in place without hiding markup. TeXmaker integrates equation preview into editor build steps so preview behavior tracks the configured build flow.
Instructors producing multi-step derivations for repeated classroom and worksheet revision
VerbTeX keeps multi-step derivation formatting aligned with LaTeX-ready output. GNU TeXmacs and Fidus Writer maintain derivations as structured editable blocks so multi-line changes remain consistent across rewriting.
Education and publishing teams standardizing equation editing inside Microsoft Word
MathType uses a Word add-in workflow that preserves math structure during copy-paste and reflow in long documents. This reduces format drift compared with manual conversions between environments.
Teams needing computed derivation steps tied to executed results and figure generation
Mathematica supports programmatic derivation step generation from Wolfram Language computations and includes notebook authoring for dynamic graphs. This suits workflows where math content and computed outputs must stay synchronized.
Common failure modes in Maths Writing Software choices
Misalignment usually comes from assuming all editors treat equations as the same kind of object or from underestimating how builds and exports behave under frequent edits.
Another common failure mode is choosing a collaboration or automation story that the tool does not actually support, which surfaces as manual cleanup or repeated rework.
Choosing a browser editor for advanced automation and ingestion pipelines that need a strong API surface
Papeeria keeps browser-first writing anchored across section reflows, but it has limited visible API and automation surface for ingestion pipelines. Overleaf and editor-centric workflows like Authorea better match teams that rely on richer revision and export control.
Assuming multi-user collaboration exists for local TeX-native editors
Kile and TeXmaker both center on local authoring with tight preview feedback, and they do not include built-in real-time collaboration for multi-author sessions. Authorea and Overleaf provide collaboration inside the drafting workspace tied to render or compile cycles.
Over-optimizing for WYSIWYG while ignoring export fidelity edge cases
Math editors that focus on rendering may still require manual cleanup for strict formatting edge cases during export, which Authorea flags in its narrower TeX macro and engine control compared with local compilation. Teams that compile locally can run into similar dependency and package resolution issues in Overleaf when builds fail.
Using derivation-focused tooling for CAS-style step solver workflows
VerbTeX and derivation-first editors focus on derivation authoring and LaTeX-ready markup, and they add workflow friction when users need extensive CAS-style interactions. Mathematica is the tool among these that explicitly generates steps from executed computations.
How We Selected and Ranked These Tools
We evaluated Authorea, Kile, Papeeria, Overleaf, MathType, TeXmaker, VerbTeX, GNU TeXmacs, Fidus Writer, and Mathematica using feature depth at 40%, ease of day-to-day equation authoring at 30%, and value for typical academic drafting workflows at 30%. We scored integration depth by checking whether collaboration ties to equation rendering or compile feedback rather than only showing a preview.
We scored API and automation surface by looking for evidence of workflows beyond manual editing such as revisioned export orientation in Authorea and computation-backed derivation step generation in Mathematica. Authorea ranked highest because equation rendering and real-time coauthoring are anchored inside a revisioned paper workspace, which reduces formatting churn between drafting and export.
Frequently Asked Questions About Maths Writing Software
How do Overleaf and Authorea handle LaTeX source during collaborative editing?
Which tool provides a Word workflow for writing equations outside a browser?
When is Mathcha or MathType the better choice for classroom content that must remain consistent across documents?
What breaks if an editor workflow depends on strict LaTeX macro behavior during export?
How does Mathematica keep computed results synchronized with the text in a publication workflow?
Which tool is better for section-based math documents that must keep equations anchored across reflows?
How do Kile and TeXmaker support fast equation editing without hiding the underlying TeX structure?
What tradeoff appears when using a WYSIWYG editor like GNU TeXmacs instead of a LaTeX source workflow?
When do Authorea and Overleaf become difficult for document migration into a different publishing system?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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