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Arts Creative ExpressionTop 10 Best Thought Mapping Software of 2026
Compare thought mapping software options and key tradeoffs for planning sessions, brainstorming workflows, and visual notes, including Miro.
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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Miro is the best choice for teams who want mind maps to live inside their working space because node-level comments with attachments stay tied to evolving diagram states, while Ayoa is a strong alternative for SMBs since keyboard-driven node entry plus idea-specific version history keeps structured brainstorming fast and tidy.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Miro
Board-level collaboration with node-specific comments and attachments across evolving diagram states.
Best for: Fits when teams need collaborative visual mapping tied to ongoing workspaces and integrations.
Ayoa
Editor pickNode-level comments and version history stay tied to specific ideas during collaborative map edits.
Best for: Fits when teams need fast keyboard-based mind map creation and node-level collaboration for structured brainstorming.
SimpleMind
Editor pickKeyboard-driven node entry with tight outline view supports rapid, structured creation.
Best for: Fits when writers and analysts need keyboard-driven mind map output for documentation.
Comparison Table
Miro
enterpriseCollaborative whiteboard software with mind map templates and freeform visual ideation tools.
Board-level collaboration with node-specific comments and attachments across evolving diagram states.
Miro treats thinking diagrams as editable boards with multi-node layouts, cross-link annotations, and attachments that stay tied to specific nodes. Real-time collaboration supports concurrent editing, while version history supports rollback-style review of board changes. Presentation mode and outline-style navigation help translate a sprawling map into a linear talking flow.
A key tradeoff is that heavy node hierarchy structures can feel board-scoped rather than file-scoped, so large map portability depends on export or controlled sharing workflows. Miro fits teams running ongoing workshops and refinement cycles where diagrams evolve into project artifacts tracked in shared boards.
- +Real-time collaboration with node-level comments and attachments
- +Outline-style navigation and presentation mode for large diagrams
- +Extensive integrations and an API surface for automation
- +Template library accelerates workshop and diagram kickoff
- –Mind map portability depends on export paths and shared board control
- –Very large node graphs can slow layout operations on complex canvases
- –Advanced governance requires more admin configuration discipline
- –Some hierarchy tools feel less specialized than dedicated mind-mapping apps
Product management teams
Roadmap mapping with stakeholder iterations
Faster alignment on next steps
Solution architects
Cross-linking architecture concepts
Clearer traceability between topics
Show 2 more scenarios
Learning and training teams
Workshop mind maps into outlines
More consistent delivery
Training teams convert workshop maps into presentable flows using outline navigation and presentation mode.
IT and RevOps enablement
Integrating boards into workflows
Reduced manual diagram maintenance
Enablement teams use the API and integrations to automate updates and synchronize artifacts.
Best for: Fits when teams need collaborative visual mapping tied to ongoing workspaces and integrations.
Ayoa
SMBVisual thinking software that combines mind maps, whiteboards, and task management.
Node-level comments and version history stay tied to specific ideas during collaborative map edits.
Ayoa is a thought mapping tool that centers on turning brainstorming into structured outputs like task-ready outlines. Node editing supports keyboard-driven entry, fast node linking, and cross-link annotations for keeping ideas connected across a hierarchy.
Map sharing is built around collaborative work in a single workspace, with version history and comment threads tied to specific nodes. Ayoa also supports common export paths for taking a map into downstream documentation workflows.
- +Keyboard-driven node entry speeds up hierarchical outlining
- +Cross-link annotations help connect ideas outside the parent-child path
- +Comment threads on nodes keep feedback attached to specific concepts
- +Version history supports safer iteration during collaborative editing
- –Mind map styling control is less granular than layout-heavy editors
- –Complex multi-branch maps can feel harder to navigate than linear outlining tools
- –OFFLINE mode depends on an installed client rather than in-browser availability
- –Advanced integrations rely on external workflow tools rather than native map APIs
Educators and curriculum teams
Map learning topics and linked resources
Shared curriculum structure
Operations and process teams
Plan SOPs with decisions and improvements
Maintainable SOP reference
Show 2 more scenarios
Workshop facilitators and innovators
Capture ideas into themed map
Structured themes
Capture ideas on a shared canvas, group them into themes, and structure them for review.
Strategy and leadership teams
Turn strategic branches into tasks
Actionable work connections
Connect strategy branches to owned follow-up work items so planning stays tied to execution.
Best for: Fits when teams need fast keyboard-based mind map creation and node-level collaboration for structured brainstorming.
SimpleMind
specialistCross-platform mind mapping software for capturing, organizing, and connecting thoughts.
Keyboard-driven node entry with tight outline view supports rapid, structured creation.
SimpleMind targets people who build node hierarchies quickly and then refine layouts for readability. Keyboard-driven entry reduces mouse travel during rapid brainstorming, and the outline-oriented view helps convert a map into structured text. Exports such as OPML, Markdown, and topic-style formats make it easier to carry content into knowledge bases and documents.
A key tradeoff is that multi-user collaboration and comment threads are not its primary strength compared with web-first diagram tools. SimpleMind fits best when a single author produces a map, then exports it for downstream use like planning decks, specs, or training material.
- +Keyboard-first mind map editing speeds up structured brainstorming
- +Multiple export formats support reuse in outlines and documents
- +Desktop-focused workflow keeps large maps responsive
- +Presentation view helps turn maps into walkthrough slides
- –Real-time collaboration depth lags behind web-first whiteboards
- –Cross-link annotations are limited versus tools built for network graphs
Product managers
Draft feature breakdowns and specs
Cleaner requirements and faster iteration
Researchers
Organize literature study themes
Traceable study structure
Show 2 more scenarios
Technical writers
Convert plans into outlines
Consistent documentation scaffolding
Turn map hierarchies into topic outline output that aligns with drafting workflows.
Consultants
Present client workshop outcomes
Clear communication of deliverables
Refine spatial layouts and use presentation mode to walk stakeholders through decisions.
Best for: Fits when writers and analysts need keyboard-driven mind map output for documentation.
Coggle
SMBOnline mind mapping software for fast idea trees, concept maps, and collaborative diagrams.
Node-level comment threads stay attached to specific ideas during ongoing edits.
Coggle is a good fit for teams that need quick diagram drafting and continuous refinement without building custom diagram layouts. The editor supports drag-and-drop linking, folding of branches, and a split between map view and outline view for scanning large hierarchies. Collaboration includes real-time co-editing plus comments attached to nodes, which keeps feedback anchored to specific ideas.
- +Keyboard-first node entry speeds up complex map building
- +Outline view turns large maps into scannable structured text
- +Node comments keep feedback tied to specific branches
- +Exports include Markdown and topic outlines for documentation handoff
- –Enterprise governance controls like SCIM provisioning are not a primary focus
- –Deep automation and API extensibility surface is limited versus integration-heavy rivals
- –Diagram layout options are simpler than dedicated diagram editors
- –Large-map performance can feel constrained when heavy media is attached
Product discovery teams
Turn research notes into structured maps
Faster alignment on priorities
Engineering leads
Track technical decisions as outlines
Cleaner decision documentation
Show 2 more scenarios
Project managers
Model workstreams from meeting inputs
Repeatable session-to-plan workflow
Managers draft and rearrange nodes during sessions, then export Markdown for task summaries.
Customer support operations
Build knowledge maps with feedback
Tighter knowledge-base consistency
Teams cross-link thinking into maps and use node comments to capture agent improvements.
Best for: Fits when teams need fast map editing and node comments for collaborative documentation.
MindNode
desktopNative mind mapping software for Apple platforms with outline mode, themes, and task support.
Presentation mode converts a single map into a guided walkthrough with node-focused flow.
MindNode creates mind maps through a quick keyboard-first workflow and a tight focus on node capture. It provides auto-layout and a clear outline view so ideas can shift between visual hierarchy and ordered bullets.
- +Keyboard-driven node entry speeds early brainstorming
- +Auto-layout keeps topic structure tidy as nodes grow
- +Outline view makes editing large maps less error-prone
- +OPML and Markdown export support cross-tool workflows
- –Cross-link annotations are limited compared with diagram-first tools
- –Real-time collaboration depth is smaller than multi-user canvas apps
Individual users and personal planners
Capture reflections as expandable branches
Flexible thought record
Students and knowledge workers
Turn research into navigable visual outline
Categorized overview
Show 2 more scenarios
Individuals and small facilitators
Brainstorm into a readable hierarchy
Refinable idea map
Capture ideas quickly and arrange them into a visual hierarchy during individual or small-group sessions.
Consultants and educators
Share linkable map views for review
Simple review link
Share readable map views for lightweight feedback when simultaneous editing is not required.
Best for: Fits when individuals and small teams need fast mind map creation and lightweight sharing.
Creately
enterpriseVisual collaboration software with mind map templates, diagramming tools, and shared workspaces.
Comment threads on individual nodes connect brainstorming decisions to specific branches.
Creately targets teams that need a visual thinking canvas plus structured diagram output in the same workspace. The tool supports node-level mind map editing with drag-and-drop linking, hierarchical layouts, and both canvas and outline-style navigation.
- +OPML import and mind map export support bidirectional outline workflows
- +Auto-layout options help keep large node hierarchies readable
- +Node comments and version history support review cycles on complex maps
- +Outline view reduces scrolling when editing long node trees
- –Advanced layout control can feel restrictive versus fully manual canvas editing
- –Large diagram performance depends on map complexity and embedded content
UX researchers and product teams
Collaborate on journey stage maps
Aligned customer journey view
Managers and educators
Represent relationships with connected nodes
Clear relationship diagram
Show 2 more scenarios
Teams and facilitators
Run collaborative mind map sessions
Collaborative organization
Use the shared visual canvas to brainstorm, organize ideas, and connect concepts in one space.
Operations teams and process analysts
Document current-state process flows
Shared process documentation
Map workflows, approvals, roles, and handoffs into a shared visual record for ongoing reference.
Best for: Fits when teams need mind maps that convert into diagrams with shareable structure.
ConceptDraw MINDMAP
enterpriseDesktop mind mapping software with presentation views, templates, task information, and Office export.
Rich node payloads like attachment nodes and embedded media are designed for map-as-document output.
ConceptDraw MINDMAP focuses on offline-first mind mapping with an installed desktop authoring workflow, then adds document sharing formats for distribution. Node creation supports keyboard-driven entry and fast parent-child branch edits, with layout options for hierarchical and radial tree views.
- +Offline desktop editing supports long sessions without connectivity dependency
- +Keyboard-driven node entry speeds up structured brainstorming
- +Attachment nodes and embedded media keep evidence attached to branches
- +OPML and Markdown export support cross-tool outline workflows
- –Collaboration features are limited compared with real-time co-editing tools
- –Auto-layout tuning can take trial-and-error for dense hierarchies
- –Cross-link annotations are less central than in concept-map focused editors
- –Template library coverage is narrower than general-purpose visual workspaces
Knowledge workers and analysts
Create navigable concept knowledge maps
Reusable knowledge reference
Analysts and researchers
Show cross-topic connections beyond hierarchy
Clear relationship view
Show 2 more scenarios
Documentation and operations teams
Convert hierarchical info into diagram sources
Structured documentation inputs
Turn structured content into outline and diagram outputs suitable for internal and external documentation.
Facilitators and team leads
Capture workshop decisions and themes
Consolidated meeting map
Record discussion topics and related ideas during meetings and consolidate them into a review-ready map.
Best for: Fits when offline mind map authoring and document-style exports matter more than live collaboration.
Bubbl.us
SMBOnline visual brainstorming software for creating, sharing, and presenting hierarchical bubble maps.
OPML import and Markdown export pair mind map content with external outlining and documentation workflows.
Bubbl.us turns brainstorming sessions into structured mind maps with a browser-based canvas for drag-and-drop node creation. It supports hierarchical node trees with folding, a basic outline view, and export for sharing concepts outside the editor.
- +Fast drag-and-drop node building with keyboard-friendly entry
- +Node folding and outline view help manage large hierarchies
- +OPML import supports migration from other mind mapping tools
- +Markdown export fits documentation and review workflows
- –Cross-link annotations are limited for complex relationship graphs
- –Collaboration lacks fine-grained governance controls like RBAC
Project teams and facilitators
Sketch stakeholder connections quickly
Quick stakeholder map
Teams and individual contributors
Export maps for meeting materials
Reusable visual summary
Show 2 more scenarios
Teams running planning exercises
Organize SWOT topics in a hierarchy
Shareable planning diagram
Arrange planning ideas into a visual hierarchy so themes and supporting ideas stay grouped for the session.
Writers and project planners
Draft nested outlines from a central topic
Refinable visual outline
Turn a subject into nested topics that can be refined and shared as an outline.
Best for: Fits when teams need quick concept structuring and shareable outlines without complex graph modeling.
Mindly
mobileMobile mind mapping software that organizes ideas through concentric parent-child circles.
Keyboard-first node entry paired with outline-compatible editing keeps dense hierarchies editable without mode switching.
Mindly organizes thought mapping around quick node creation and structured outlining for faster ideation to drafts. The tool supports hierarchical node relationships with keyboard-first editing and drag-and-drop repositioning on a visual canvas.
- +Keyboard-driven node entry speeds up outline-style drafting
- +Drag-and-drop node linking supports quick restructuring
- +Template library accelerates starting work on common map types
- +Export formats support taking maps into outline workflows
- –Cross-link annotations are limited compared with teams running networked diagrams
- –Rich media attachment nodes need careful formatting to stay readable
- –Auto-layout can require manual passes for dense hierarchies
- –Presentation mode editing is less flexible than slide-first tools
Content writers and editors
Draft outlines from branching topic nodes
Faster draft production
Product managers
Plan roadmaps with hierarchical workstreams
Clear execution priorities
Show 2 more scenarios
Students and researchers
Organize sources and concepts visually
Better topic retention
Builds knowledge maps with keyboard-first editing and export for sharing research structure.
Project teams in collaboration
Co-create diagrams during ideation sessions
Aligned next steps
Supports concurrent edits so stakeholders can refine maps and outlines in real time.
Best for: Fits when teams need fast mind map authoring with keyboard entry and dependable exports for review decks.
Freeplane
open-sourceOpen-source desktop mind mapping software with hierarchical nodes, scripting, filters, and plugins.
Built-in plugin system that can add node actions, custom logic, and export behaviors beyond standard mind map editing.
Freeplane targets desktop-first mind map work with a structured node hierarchy and an emphasis on keyboard-driven editing and deep customization. It supports radial mind maps and topic outlines with export paths that include OPML and Markdown plus attachments for nodes.
- +Keyboard-driven node entry and fast folding for large hierarchies
- +OPML import and Markdown export support interchange with outline tools
- +Cross-linking between nodes supports non-tree relationships
- +Plugin system enables workflow extensions beyond core editing
- –Real-time collaborative editing is not a native default workflow
- –Plugin customization and template setup can require configuration discipline
Policy writers and educators
Model claims and evidence dependencies
Mapped argument structure
Facilitators and small teams
Iterate and cross-link brainstorming ideas
Refinable idea structure
Show 2 more scenarios
Project managers and business analysts
Maintain requirement trees with revisions
Reviewed requirement map
Organize requirements as expandable trees and update relationships as project scope changes.
Researchers and students
Build source and evidence maps
Evidence-linked research map
Capture notes, source links, attachments, and evidence near related concepts for a connected research view.
Best for: Fits when teams need offline-capable mind mapping with exportable outlines and plugin-driven workflows.
Conclusion
After evaluating 10 thought mapping software, Miro 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 Thought Mapping Software
Thought mapping software supports node hierarchy creation, fast restructuring with parent-child branches, and map-to-outline export for teams that document decisions as visual structure. This guide covers Miro, Coggle, SimpleMind, Ayoa, MindNode, Freeplane, ConceptDraw MINDMAP, Mindly, Bubbl.us, and Creately, with a focus on collaboration depth, automation surfaces, and portability friction.
Across the set, Miro pairs board-level collaboration with node-specific comments and attachments on evolving diagrams, while Coggle keeps comment threads bound to specific ideas during edits. Freeplane adds a plugin system for custom node actions and export behaviors, while SimpleMind and Mindly emphasize keyboard-driven node entry backed by outline-style navigation.
Thought Mapping Software for node hierarchies, collaborative annotation, and outline export
Thought mapping software lets users build topic structures using nodes and parent-child branches, then reorganize that hierarchy through folding, outline view, and auto-layout as maps grow. Many tools also support cross-link annotations for connecting ideas outside the main tree, plus presentation mode for walking through a single storyline.
Miro targets teams that need real-time collaborative visual mapping tied to ongoing workspaces, with node-level comments and attachments that follow evolving diagram states. Freeplane targets teams that need offline-capable authoring plus plugin-driven extensibility, with OPML import and Markdown export for moving map content into outline and documentation workflows.
Evaluation criteria for Thought Mapping Software in real team workflows
Thought mapping software succeeds when collaboration attaches to the right unit of work, like node-level decisions rather than generic comments on a board. That difference controls whether teams can trust what changed and why.
Portability also matters because maps rarely stay in one place. Export and import paths such as Outline-style navigation, OPML import, and Markdown export determine whether structured ideas survive into documents and decks.
Node-scoped collaboration that follows evolving edits
Miro keeps node-level comments and attachments tied to specific diagram states as maps evolve, which fits decision tracking on a shared canvas. Coggle keeps comment threads attached to specific ideas during ongoing edits, which supports collaborative documentation without losing context.
Keyboard-driven entry paired with navigable outline views
Coggle speeds up complex map building with keyboard-first node entry and then makes large maps scannable through outline view. SimpleMind provides keyboard-driven mind map editing plus tight outline view support for writers who need structured output.
Cross-link depth beyond parent-child paths
Ayoa adds cross-link annotations so teams can connect ideas outside the main parent-child path during structured brainstorming. Miro pairs its collaboration model with node-level attachments and comments, but cross-link depth remains less central than node-scoped board workflow.
Automation and extensibility surface for workflow integration
Freeplane’s plugin system adds node actions, custom logic, and export behaviors beyond standard mind map editing, which fits teams that want workflow control. Coggle has limited depth in automation and API extensibility compared with integration-heavy rivals, which can constrain systems that need programmatic map handling.
Portability paths into documentation and review artifacts
Bubbl.us pairs OPML import with Markdown export so mind map content can move into external outlining and documentation workflows. Creately supports OPML import and mind map export support for bidirectional outline workflows while keeping diagrams readable through auto-layout options.
Offline authoring and export reliability
ConceptDraw MINDMAP provides offline desktop editing so long drafting sessions do not depend on connectivity. Freeplane also emphasizes offline-capable authoring with OPML import and Markdown export support, which fits export-first processes.
How to choose Thought Mapping Software for collaboration depth, automation, and portability
Start by matching collaboration scope to how teams make decisions. If annotations must stay attached to evolving diagram elements, the node-scoped behavior determines whether maps remain reliable records.
Then align export and extensibility with where maps must end up. Outline navigation, OPML import, Markdown export, and plugin-driven export behaviors decide whether thought structure survives beyond the canvas.
Choose node-scoped collaboration or board-first collaboration
Select Miro when node-specific comments and attachments must follow evolving diagram states in real-time co-editing. Select Coggle when comment threads must stay bound to specific ideas during edits so documentation remains structured around concepts.
Pick keyboard-first outlining when drafting speed drives the workflow
Select Coggle when keyboard-first node entry and outline view turn dense maps into scannable structured text. Select SimpleMind when keyboard-driven mind map output and multiple export formats matter more than multi-user canvas depth.
Decide whether cross-linking is central to the thinking model
Select Ayoa when connecting ideas outside the parent-child path must happen during the same collaborative session. Select MindNode when the workflow focuses on presenting a single storyline with node-focused flow rather than network-style cross-link annotation depth.
Match extensibility needs to plugin or API expectations
Select Freeplane when plugin-driven workflows and custom export behaviors must extend node actions and logic beyond standard editing. Select Coggle when integration-heavy automation and API extensibility depth is not a core requirement compared with editorial speed and outline readability.
Validate portability paths into outlining and documentation
Select Bubbl.us when OPML import and Markdown export must connect mind map content with external outlining and documentation workflows. Select Creately when bidirectional outline workflows through OPML import and mind map export support are needed with auto-layout options to maintain readability.
Who Thought Mapping Software fits best with node collaboration, offline work, or export-first output
Different teams use mind maps as living collaboration surfaces or as structured drafting tools that later become documents. The best fit depends on whether the team needs node-level decision traceability, keyboard-driven creation, or offline authoring with export reliability.
Portability and extensibility also separate usage styles. Some teams push structured ideas into outline and documentation pipelines, while others need workflow control via plugins or richer node payloads for map-as-document outputs.
Product, operations, and cross-functional teams that review decisions in real time
Miro fits when teams need node-level comments and attachments tied to evolving diagram states so decisions remain traceable on the shared canvas.
Technical writers and analysts who draft complex structures through keyboard workflows
Coggle fits when keyboard-first node entry and outline view must convert dense thinking into scannable structured text with comment threads bound to ideas.
Teams mapping relationships that extend beyond a single hierarchy
Ayoa fits when cross-link annotations must connect concepts outside the parent-child path while staying inside a collaborative editing workflow.
Organizations that need offline authoring for long sessions and export to structured formats
ConceptDraw MINDMAP fits when offline desktop editing is required and map-as-document output depends on rich node payloads with attachment nodes and embedded media.
Teams that rely on custom workflows and repeatable export behaviors
Freeplane fits when a built-in plugin system must add node actions, custom logic, and export behaviors beyond standard editing.
Common pitfalls when buying Thought Mapping Software for teams
Teams often select based on how maps look during creation instead of how collaboration and export behave under load. The result can be lost context, unusable exports, or governance gaps that break team workflows.
Avoiding these pitfalls usually comes down to checking node-scoped collaboration behavior, portability paths into outline and documentation formats, and whether the tool supports the collaboration depth the process expects.
Assuming all collaboration keeps annotations anchored to the same node content across edits
Miro and Coggle both attach collaboration to diagram elements, but Miro’s board workflow can slow down when node graphs become very large, while Coggle keeps comment threads bound to specific ideas during edits.
Choosing a tool for mind map creation while ignoring portability into outline and documents
Bubbl.us centers OPML import and Markdown export for external outlining, while Freeplane adds plugin-driven export behaviors that change how reliably maps translate into documentation workflows.
Underestimating cross-link annotation limits in networked thinking
Ayoa supports cross-link annotations beyond the parent-child path, while MindNode and Mindly limit cross-link depth compared with diagram-first tools built for relationship graphs.
Expecting enterprise governance controls when the tool prioritizes authoring and collaboration
Coggle limits enterprise governance controls like SCIM provisioning, so teams needing lifecycle automation and governance should compare alternatives that prioritize admin controls rather than map editing speed.
Selecting a plugin-based editor without planning for configuration discipline
Freeplane’s plugin customization and template setup can require governance discipline, while collaboration-centric tools like Miro and Coggle reduce that setup overhead for team co-editing.
How We Selected and Ranked These Tools
We evaluated thought mapping software by scoring features at 40% weight, ease of day-to-day drafting at 30% weight, and value at 30% weight. Miro led the rankings at an overall 9.2/10 And features at 9.3/10 Because node-level comments and attachments support board-level collaboration tied to evolving diagram states.
The scoring also favored tools that keep structured navigation workable, including Miro’s outline-style navigation and presentation mode for large diagrams and Coggle’s outline view for scanning big maps. Cross-link depth, export paths such as OPML import and Markdown export, and extensibility through Freeplane’s plugin system influenced the remaining placements.
Frequently Asked Questions About Thought Mapping Software
How do Miro and Whimsical handle node linking and map navigation during live collaboration?
Which tool pairings make it easiest to export a mind map into writing artifacts without rebuilding structure?
How does XMind compare with SimpleMind for keyboard-driven node entry and keeping hierarchy consistent?
When do OPML import or Markdown export become a practical requirement instead of a nice-to-have?
What breaks if a thought-mapping team needs strict RBAC and an audit log for shared boards?
How do MindNode and Ayoa differ in presentation mode when turning maps into walkthroughs or task-ready outputs?
What integration and API differences matter when connecting thought maps to external automation workflows?
How do data migration paths differ between Freeplane and Creately when moving existing maps into a shared workspace?
Where does Coggle fall short compared with Miro for scaling comment-heavy collaboration on complex boards?
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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