GITNUXSOFTWARE REVIEW
Education LearningTop 10 Best Structured Writing Software of 2026
Compare structured writing software options like Scrivener, Logseq, and Roam Research for outlining, notes, and drafting workflows. Tradeoffs included.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
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
Scrivener is the best choice for solo writers or small teams that want a disciplined drafting workspace because its compile templates assemble selected sections, metadata, and front matter into consistent exports, whereas Logseq is the better fit for block-based authors who like local-first graph navigation while writing connected topics.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Scrivener
Compile templates that combine selected sections, metadata fields, and front matter into consistent export documents.
Best for: Fits when solo writers or small teams need a disciplined drafting workspace and repeatable exports.
Logseq
Editor pickGraph view from your existing block links, built into the authoring environment for live topic navigation.
Best for: Fits when writers want block-based topic authoring with local-first editing, then publish via export into other systems.
Roam Research
Editor pickReal-time backlinks and pull-in context from database blocks during drafting, so structure emerges while writing.
Best for: Fits when writers need fast bidirectional linking and block-level drafting for topic-centric research notes.
Comparison Table
Scrivener
vertical specialistLong-form writing application with a corkboard, outliner, and compile system for structuring manuscripts.
Compile templates that combine selected sections, metadata fields, and front matter into consistent export documents.
Scrivener’s core model is a project binder that separates drafts from supporting materials, with per-document metadata that drives filtering and navigation. Research can live inside the project as separate items, which reduces context switching during drafting and revision. Compile templates turn selected sections into output documents with consistent formatting and front matter handling, which supports repeatable publication pipelines without needing external XML tooling.
A major tradeoff is limited integration depth for structured publishing systems that require XML-native repositories, topic typing rules, or schema validation gates. Scrivener fits writing-heavy workflows where the team needs an authoring environment with strong intra-project organization and frequent exports to Word or PDF outputs.
- +Binder-based project structure keeps drafts and research in one navigable space
- +Per-document metadata enables practical filtering during large revisions
- +Compile templates produce repeatable exports with controlled document sections
- +Offline authoring plus fast project-wide search supports long sessions
- –No native team RBAC or shared structured workflow for multi-author governance
- –Structured topic reuse and conditional publication need external processes
Solo novelists
Chapter drafting with embedded research
Faster restructuring and edits
Freelance technical authors
Manuscript export for client reviews
Consistent review-ready deliverables
Show 1 more scenario
Small editorial teams
Article series from one project
Lower rework per article
Metadata and outlines support tracking topic variations while compiling each article separately.
Best for: Fits when solo writers or small teams need a disciplined drafting workspace and repeatable exports.
Logseq
SMBOpen-source local-first knowledge management tool with outliner structure and bidirectional links.
Graph view from your existing block links, built into the authoring environment for live topic navigation.
Logseq combines local-first note linking with a structured, block-based writing workflow that emphasizes topic building through links. Page content lives as blocks with support for journals, graph-based navigation, and templates for repeatable sections.
It is most effective when structured authoring is done inside a Git-backed knowledge graph rather than in a separate CCMS publishing pipeline. The integration story centers on exports, plug-in extensibility, and interoperability via plain text and file-based storage rather than schema-bound XML generation.
- +Block-level editing keeps granular authorship and fast refactoring
- +Graph navigation turns linked topics into an at-a-glance outline
- +Local-first workflows reduce friction when writing offline
- +Templates standardize repeated sections without external tooling
- –Structured publishing pipelines require manual export and downstream handling
- –Schema governance for typed topics and strict validation is limited
- –Large knowledge graphs can feel slower during graph-wide operations
- –Team governance like RBAC and audit logs is not a core focus
Documentation writers
Draft docs from linked atomic blocks
Drafts keep source context
Offline field knowledge workers
Write and browse notes offline
Notes stay accessible offline
Show 2 more scenarios
Research presenters
Present from linked Markdown notes
Quick presentation view
Presenters reuse existing linked notes as a walkthrough so slide output stays secondary.
Individuals tracking projects
Maintain date-based journals with links
Chronological log with links
Writers add daily entries to chronologically track activities and connect them to broader topics.
Best for: Fits when writers want block-based topic authoring with local-first editing, then publish via export into other systems.
Roam Research
vertical specialistNetworked note-taking tool with block-level references and daily pages for structured thought.
Real-time backlinks and pull-in context from database blocks during drafting, so structure emerges while writing.
Roam Research turns writing into a live graph of notes, links, and references, using linked mentions between pages and database-style blocks. It supports top-down outlines with backlinks that automatically surface related context during drafting.
Core capabilities include bidirectional linking, a page and block-based data model, and querying via Roam-specific database queries and rules-driven automations. It also supports structured workflows through databases, recurring templates, and integrations that move content in and out through exports and third-party connectors.
- +Bidirectional links connect draft claims to evidence without manual cross-referencing
- +Database pages capture structured fields while keeping the same block-level editing model
- +Graph-wide backlinks provide fast topical navigation during long writing sessions
- +Template and automation patterns reduce repetitive outline and indexing work
- –Structured review cycles require more manual coordination than CCMS-grade workflows
- –Schema validation and publishing pipeline controls are limited compared with XML-native toolchains
- –Export formats can break link semantics that rely on Roam-specific block identifiers
- –Automation depth depends heavily on Roam-specific query and template patterns
Researchers and writers
Synthesize evidence into connected outlines
Reusable outline with links
Knowledge workers
Capture daily notes and connect topics
Consistent capture habit
Show 2 more scenarios
Independent learners
Build a growing knowledge graph
Discoverable idea relationships
Learners expand interlinked notes over time so relationships between ideas remain revisitable.
Consultants and teams
Connect meeting notes to follow-ups
Meeting info stays findable
Teams record meeting details and link recurring topics, people, and next steps together.
Best for: Fits when writers need fast bidirectional linking and block-level drafting for topic-centric research notes.
Obsidian
SMBLocal-first markdown knowledge base with bidirectional links and graph view for structured note networks.
Backlinks plus graph view create fast topic-to-topic traceability inside a local Markdown repository.
Obsidian runs on a Markdown file repository and uses plain text as the fundamental content format for notes, drafts, and reusable snippets. The backlinks feature and graph view help maintain topic-based authoring habits without adding a separate content database. YAML frontmatter provides a workable metadata layer for tagging, series, and typed note conventions that can support a lightweight structured review cycle.
- +Local-first Markdown storage keeps drafts portable across tools
- +Backlinks and graph navigation reduce manual index maintenance
- +YAML frontmatter supports repeatable metadata conventions
- +Templates and snippets standardize note and doc structure
- –No native DITA specialization for topic typing and reuse constructs
- –Structured publishing and variant management depend on plugins
- –Governance controls like RBAC and audit logging are not built-in
- –Automation requires plugin selection and ongoing compatibility checks
Technical writers
Drafting modular internal documentation
Faster reuse and cleaner revisions
Product knowledge teams
Maintaining a living runbook library
Lower documentation drift
Show 1 more scenario
Engineering teams
Planning and authoring spec notes
Clearer decision lineage
Store specs as files and rely on graph navigation to trace dependencies between decisions.
Best for: Fits when writers need offline, file-based structured notes with metadata and link maintenance.
Oxygen XML Editor
enterpriseXML authoring environment supporting DITA and other structured content standards for technical documentation.
Schema validation and constraint checking execute inside the editor, reducing downstream publishing failures.
Oxygen XML Editor combines an XML-native editor with authoring features that map to structured content workflows, including DITA document handling, conref resolution, and metadata-aware operations. Schema validation and constraint checking provide immediate feedback while editing, which helps prevent structural drift before content enters a publication pipeline. Rendering support via XSL-FO and transformation tooling supports repeatable output generation for technical publication formats.
- +Schema validation runs inside the authoring workflow to catch structural issues early
- +DITA-aware editing supports topic assembly patterns and conref usage during authoring
- +XSLT and XSL-FO based publishing supports repeatable output from the same XML sources
- +Plugin extensibility enables custom tools in the editing and review loop
- –Initial configuration overhead can be high for multi-schema, multi-pipeline documentation setups
- –UI complexity increases when multiple content types and rules are enabled
- –Automation typically requires stronger XML and workflow knowledge than lighter editors
- –Large repositories can feel heavy without disciplined project structure
Technical documentation teams
DITA topic authoring with validation
Fewer broken builds
Documentation automation developers
Custom publish and QA steps
More repeatable pipelines
Show 2 more scenarios
Content governance leads
Conref reuse and consistency checks
Lower inconsistency risk
Teams manage reused fragments and enforce constraints during authoring to keep references correct.
Cross-channel publishing teams
XSL-FO output generation
Consistent document styling
Teams generate print-friendly formats through transformation and XSL-FO rendering steps.
Best for: Fits when teams need schema-aware structured authoring with transformation and repeatable publishing from XML.
DEVONthink
vertical specialistDocument and knowledge management app for macOS with AI-assisted structuring, tagging, and smart groups.
Scripting-driven automation lets batch-process documents and regenerate outputs from metadata and saved workflows.
DEVONthink is document-centric writing and knowledge management software built around saving, linking, and reusing information with full-text search. Its distinctive capability for structured writing is the ability to ingest many document types, extract and tag metadata, and then generate structured exports from that organized corpus.
- +Centralized document collection with fast full-text search across large libraries
- +Rich metadata and tagging workflows support disciplined information organization
- +Scripting and automation enable repeatable processing of many documents
- +Flexible import and export formats support mixed authoring sources
- –Structured authoring and topic typing are not a native schema-first workflow
- –Collaboration and governance controls are limited compared with CCMS systems
- –No native variant management for conditional content and per-segment publishing rules
- –Automation depends on scripting rather than a declarative authoring pipeline
Subject-matter specialists
Annotate and link document collections
Linked collections for browsing
Independent researchers
Maintain a searchable local research library
Faster retrieval of materials
Show 2 more scenarios
Department document managers
Auto-file incoming documents by metadata
Less manual sorting
Teams configure rules that classify and route files based on extracted metadata and content cues.
Small archives
Import scans and run OCR for search
Scanned collections become searchable
Archives batch-import paper documents, apply OCR, and store more consistent searchable records.
Best for: Fits when structured writing is driven by curated document collections, metadata, and repeatable exports.
Bear
vertical specialistMarkdown note app for Apple platforms with nested tag-based structure and rich text export.
Bear’s backlinks and inline reference model keeps connected topics navigable inside a single document graph.
Bear is a writing app that centers on topic capture, fast outlining, and frictionless editing with an export-first workflow. Notes and documents link via backlinks and internal references, which supports lightweight structured authoring patterns without forcing a full XML-like CCMS.
- +Backlinks and inline references keep topic navigation consistent
- +Markdown authoring supports straightforward export and tool interoperability
- +Templates speed up repeatable document structures
- +Keyboard-first editing enables rapid drafting in long sessions
- –No schema-driven validation for structured authoring constraints
- –Limited control over metadata governance and field-level requirements
- –Automation and API surface for content operations are narrow
- –Content reuse mechanisms like conref-style linking are not built in
Content freelancers
Draft Markdown articles in one note
Drafts ready for review
Mobile writers
Write locally with later sync
Writing continues offline
Show 2 more scenarios
Apple device users
Synchronize Markdown notes across devices
Same notes across devices
Writers update the same note collection across Apple devices using iCloud synchronization.
Busy professionals
Capture short daily thoughts quickly
Ideas recorded with less setup
Users record observations in a text-focused editor and organize later with links and references.
Best for: Fits when writers need fast topic-based drafts and dependable exports, with lightweight structure and minimal governance.
Heretto
enterpriseStructured content operations platform for component-based authoring and omnichannel publishing.
Topic-based content governance with lifecycle workflows that enforce structured review and approvals per typed content.
Heretto targets technical writing teams that need controlled structured authoring with configurable workflows across many contributors and documents. It centers on a content governance workflow with topic typing, review states, and reusable content components so single-sourcing stays enforceable rather than manual.
- +Topic typing and workflow states keep structured review cycles consistent
- +Reusable components reduce duplication when same content appears across variants
- +API and event hooks support automation across authoring and publishing steps
- +Role-based permissions with audit visibility help governance for large teams
- –Schema design and governance require upfront configuration discipline
- –Complex conditional logic can slow authorship when requirements change often
Technical documentation teams
Maintain structured documentation sets
Consistent documentation set
Product help owners
Create versioned help content
Versioned help content
Show 2 more scenarios
Documentation operations
Publish the same source to multiple formats
Coordinated documentation deliverables
Teams transform shared structured sources into web and PDF deliverables through configured outputs.
Documentation governance teams
Track approvals and lifecycle transitions
Auditable change record
Governance users record roles, reviews, and lifecycle changes for frequent documentation updates.
Best for: Fits when teams need controlled structured authoring and repeatable publication across many documents and contributors.
Ulysses
vertical specialistWriting app for Mac and iOS with library-based grouping, sheets, and markdown structure.
Ulysses’ collection and search-driven writing views keep topic navigation tight during long drafting sessions.
Ulysses is a structured writing tool built around topic-sized notes, drafting, and versioned organization instead of a full CCMS workflow. It supports hierarchical folders, saved searches, and an editor tuned for focus with markdown-based documents.
- +Fast topic and folder organization with search-driven retrieval
- +Writer-focused editor modes reduce distractions during drafting
- +Markdown documents integrate cleanly with common authoring workflows
- +Exports support moving content into downstream publishing steps
- –Limited governance controls for multi-author review and approvals
- –No native XML-native repository, schema validation, or conref-style reuse
- –API and automation surface are not positioned for CCMS-scale integrations
- –Conditional processing and variant management require external workflows
Solo writers and students
Use focus sessions for daily drafting
Structured progress to targets
Apple-based writers
Continue drafting across Mac, iPad, iPhone
Same writing system everywhere
Show 2 more scenarios
Novelists
Write chapters with minimal interface friction
Structured manuscript navigation
Fiction writers split a manuscript into navigable sections while editing in a distraction-reduced workspace.
Freelance and professional writers
Organize recurring projects with templates
Repeatable project organization
Writers use groups, tags, templates, and sections to manage multiple related drafts and notes.
Best for: Fits when individual writers or small teams need structured drafting and quick exports without schema-driven publishing.
Anytype
SMBLocal-first object-based workspace where users structure content as typed objects with custom relations.
Types and templates let authors enforce field-based note structure while preserving a linked knowledge graph for reuse.
Anytype organizes knowledge as linked notes with a local-first sync model, then adds structured templates for repeatable writing workflows. It supports a topic-like approach using fields in “types” and page templates, which makes technical drafts easier to standardize across a team.
- +Local-first editing keeps structured notes usable during connectivity loss
- +Template-driven types and fields standardize drafting across recurring doc patterns
- +Link graph navigation supports fast cross-topic referencing without manual indexes
- +Extensibility options enable custom workflows around note creation and linking
- –Structured authoring schema depth is limited versus XML-native CCMS repositories
- –Publication pipelines like XSL-FO rendering and single-sourcing are not a native center
- –Admin controls such as fine-grained RBAC and audit log coverage are less comprehensive
- –API automation surface is thinner than API-first knowledge and documentation systems
Documentation authors
Draft linked topics with reusable templates
Relationships stay visible
Developers and technical users
Move structured content with exports and API
More control over content moves
Show 2 more scenarios
Small documentation teams
Maintain shared linked notes and properties
Shared knowledge with navigation
Teams store shared notes and use property-based views to navigate structured knowledge in one workspace.
Project teams
Link tasks to surrounding documents
Tasks keep planning context
Users connect tasks to notes, projects, and documents so planning context remains attached.
Best for: Fits when teams need topic-linked, template-based writing for knowledge drafts, not CCMS-grade publication pipelines.
Conclusion
After evaluating 10 structured writing software, Scrivener 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 Structured Writing Software
Structured writing software organizes drafts into repeatable sections and typed units so teams can reuse content and produce consistent exports. This buyer’s guide covers Scrivener and Confluence alongside Oxygen XML Editor, Heretto, and other options from the structured writing category.
The recommendations prioritize integration depth, automation and API surface, and configuration control where those capabilities exist in the reviewed tools. The tool cards emphasize each system’s authoring workspace model, governance fit, and whether schema validation and reuse constructs stay inside the authoring workflow.
Structured Writing Software that manages topic- or section-based drafting, governance, and publication pipelines
Structured writing software turns writing into a controlled authoring workflow where content is stored as components with metadata, constraints, and reusable fragments. Scrivener supports compile templates that merge selected sections plus front matter and metadata into consistent export documents.
Tools in the XML-native segment take the structured approach further by enforcing structure during authoring and supporting transformation-driven publishing. Oxygen XML Editor runs schema validation inside the editor and supports DITA-aware editing for topic assembly patterns and conref-style reuse.
Structured writing capabilities to validate before standardizing workflows
Structured writing software matters when the authoring environment can enforce the same document shape repeatedly, not just when it can format text. The tools that win in this set either validate structure during authoring or standardize repeatable exports from typed sections and metadata.
Schema validation inside the authoring workflow
Oxygen XML Editor runs schema validation and constraint checking while authoring so structural issues surface before publishing. Heretto enforces topic-based workflow states but relies on upfront governance configuration rather than in-editor schema validation.
Repeatable export assembly from sections plus metadata
Scrivener uses compile templates to merge selected sections, metadata, and front matter into consistent export documents. Ulysses focuses on collection and search-driven drafting views that speed exports but does not provide schema-aware assembly or conref-style reuse.
Governed structured review cycles tied to typed content
Heretto keeps topic typing and lifecycle workflow states consistent for structured review and approvals per content type. Scrivener supports metadata-driven filtering during revisions but has no native shared structured workflow for multi-author governance.
Topic linkage and traceability built into drafting navigation
Roam Research uses real-time backlinks with pull-in context from database blocks so structure emerges as drafting happens. Obsidian provides backlinks and graph view for local Markdown repositories, but structured publishing and variant management depend on plugins.
Block-level authorship that supports fast refactoring
Logseq keeps block-level editing as the primary model so refactoring stays granular and navigable via graph view. Bear supports inline reference and backlinks inside a single document graph, but it lacks schema-driven validation for structured authoring constraints.
Choose a structured writing model by where structure is enforced
The deciding factor is whether the tool enforces structure inside the editor, guides governance through workflow states, or treats structure as annotations inside a writing workspace. Each path changes how teams handle schema validation, content reuse, and review automation for modular documentation and single-sourcing goals.
Select editor-level enforcement for schema constraints
Choose Oxygen XML Editor when authoring must catch structural violations via in-editor schema validation and constraint checking. This approach supports DITA-aware editing for topic assembly patterns and conref-style reuse, which reduces downstream publication failures.
Select workflow governance for typed approvals and lifecycle states
Choose Heretto when topic typing and lifecycle workflow states must control structured review cycles across many documents and contributors. This model prioritizes consistent governance states and reusable components, which can reduce duplication in variant management workflows.
Select repeatable export assembly for disciplined solo or small-team drafting
Choose Scrivener when the priority is consistent exports from compile templates that combine selected sections with front matter and metadata. This model keeps a binder-based project structure for drafts and research in one navigable space but does not add native team RBAC or shared structured workflow.
Select local-first structured notes for offline topic graphs
Choose Obsidian or Logseq when drafting needs to remain usable offline with local-first storage and graph navigation. Obsidian relies on plugins for structured publishing and reuse constructs, while Logseq relies on manual export for downstream structured pipelines.
Select linking-first drafting when structure is discovered during writing
Choose Roam Research when writers need bidirectional linking and database-backed block fields that pull context while drafting. This supports fast topic traceability, but structured review cycles need more manual coordination than CCMS-grade workflow systems.
Reject schema-first requirements if the pipeline must be native
If the publishing pipeline requires conref-style reuse and schema-validated topic assembly, avoid general structured note tools like Bear and Anytype for the core system. These tools can standardize fields and references, but they do not provide XML-native schema-first governance or equivalent constraint enforcement in the authoring environment.
Who Structured Writing Software fits best in this set
Teams should align on the authoring model before standardizing templates, because each tool drives structure enforcement differently. The tools below map to common roles and operating styles seen across structured authoring projects.
Solo writers and small teams standardizing repeatable exports
Scrivener fits when disciplined drafting requires compile templates that merge selected sections with metadata and front matter into consistent export documents. The binder-based project structure keeps drafts and research in one space for iterative revisions.
Technical documentation teams validating structure before publishing
Oxygen XML Editor fits when structured authoring must catch schema violations inside the editor using constraint checking and schema validation. DITA-aware editing supports topic assembly patterns and conref-style reuse during authoring.
Content teams that require approvals tied to typed content
Heretto fits when topic typing and workflow states must enforce structured review and approvals per content type. Reusable components help reduce duplication across document variants.
Writers running offline, block-first, link-driven research workflows
Obsidian, Logseq, and Roam Research fit when writers need backlinks and graph navigation to maintain topic traceability while authoring. Anytype can also standardize types and fields, but its structured schema depth and native publication pipeline controls are limited versus XML-native toolchains.
Common structured writing mistakes and what to do instead
Structured writing fails when the organization assumes that “typed notes” and “structured publishing” come from the same mechanism. The tools in this set split along whether structure enforcement happens via schema validation and workflow governance or via template-driven export and linking features.
Selecting a note graph tool and expecting schema validation to prevent publishing failures
Choose Oxygen XML Editor when the goal is constraint checking inside the authoring workflow, because XML schema validation catches structural issues early. Tools like Bear and Obsidian focus on backlinks and exports, so they do not provide schema-first constraint enforcement.
Using a template-driven writing tool to coordinate multi-author approvals without a shared workflow model
Scrivener supports compile templates and per-document metadata filtering, but it lacks native team RBAC and shared structured workflow for multi-author governance. Heretto is a better match when review states must be consistent per typed content.
Overbuilding topic types and conditional logic before confirming authoring speed and change frequency
Heretto requires upfront schema and governance configuration discipline, and complex conditional logic can slow authorship when requirements change often. Oxygen XML Editor shifts risk earlier to schema validation inside the editor, while Ulysses keeps drafting lightweight with limited governance controls.
Assuming block links automatically become a structured publishing pipeline
Logseq keeps structured authoring at the block and graph level, but structured publishing pipelines require manual export and downstream handling. Roam Research adds real-time context and bidirectional links, but schema validation and publication pipeline controls are limited compared with XML-native toolchains.
Standardizing reuse strategy without confirming conref-style reuse or component-level controls
Oxygen XML Editor supports conref-style reuse during authoring, which helps maintain consistent content assemblies. Scrivener can standardize exports via compile templates, but structured topic reuse and conditional publication still need external processes.
How We Selected and Ranked These Tools
We evaluated each tool’s structured authoring strengths by weighting features at 40 percent and workflow ease and day-to-day value at 30 percent each. Features weight favored schema validation and constraint checking inside the editor, repeatable export assembly from sections plus metadata, and governance mechanisms like topic typing with lifecycle workflow states.
Ease and value weight favored authoring navigation that reduces manual cross-referencing, such as Scrivener’s binder-based structure and Roam Research’s real-time backlinks. Scrivener earned the top rank because compile templates combine selected sections with front matter and metadata into consistent exports while keeping drafts and research in one navigable workspace.
Frequently Asked Questions About Structured Writing Software
How do Scrivener and Ulysses handle topic-based authoring when exports need to stay consistent?
When does Oxygen XML Editor beat Notion or Confluence-style editors for structured writing?
Which tools support structured review cycles with topic typing and governed lifecycle states?
What breaks if a team tries to do CCMS-grade single-sourcing in Obsidian or Bear?
How do Heretto and Roam Research differ in how structure is stored and assembled into final outputs?
Which tools offer transformation automation that fits a publishing pipeline instead of document-only export?
How do teams migrate existing content models into Heretto versus Oxygen XML Editor?
What security controls matter most for enterprise administration in Heretto compared with local-first tools?
How does Logseq build structure during writing, and where does that differ from a schema validation workflow?
When should structured authors choose Confluence versus Scrivener based on content assembly needs?
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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