Commissioned Research
Top 10 Best Knowlege Base Software of 2026

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AI In Industry

Top 10 Best Knowlege Base Software of 2026

Compare knowlege base software tools like Helpjuice, Nuclino, and Tettra, outlining features and tradeoffs for teams choosing documentation software.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.

Read our full methodology →

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

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Knowledge base software controls how teams model content, publish help centers, and route updates through permissions and workflows. This comparison helps operators and technical evaluators choose between internal documentation hubs and customer-facing portals by weighing integrations, configuration, and governance needs with tools such as Confluence.

Helpjuice is the best pick for teams that need governed help-center publishing because its built-in article feedback and state-based review workflow keeps revisions controlled before they go live, whereas Nuclino fits when you want an internal wiki that links topics as a connected canvas instead of a rigid page tree.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Helpjuice

Built-in article feedback and review workflow that routes revisions through defined states before publishing.

Best for: Fits when teams need governed help center workflows and measurable search outcomes for both internal and customer audiences.

2

Nuclino

Editor pick

Connected page canvas that treats knowledge as a graph instead of a category tree.

Best for: Fits when teams want an internal knowledge base with visual relationships and automation via API or webhooks.

3

Tettra

Editor pick

Tettra’s team ownership model links articles to accountable owners and a review cycle that drives ongoing documentation freshness.

Best for: Fits when teams need a lightweight internal knowledge base with structured ownership and review-driven updates.

Comparison Table

1
HelpjuiceBest overall
specialist
9.5/10
Overall
2
8.9/10
Overall
3
8.8/10
Overall
4
specialist
8.4/10
Overall
5
specialist
8.0/10
Overall
6
7.8/10
Overall
7
7.4/10
Overall
8
7.0/10
Overall
9
6.9/10
Overall
10
6.5/10
Overall
#1

Helpjuice

specialist

Knowledge base software built for external help centers and internal team documentation.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Built-in article feedback and review workflow that routes revisions through defined states before publishing.

Helpjuice is a help center and internal documentation system that emphasizes structured publishing workflows and role-based control for teams that manage many articles.

It combines a document editor, category hierarchy, and feedback loops so editors can revise content without breaking established navigation.

Helpjuice also includes search and reporting features aimed at improving self-service outcomes.

Administration focuses on governance features like access control, workflow states, and auditability across content changes.

Pros
  • +Workflow states support review cycles before articles publish
  • +Category navigation is designed for both internal and customer portals
  • +Search and reporting track what readers find and what they miss
  • +Access controls fit multi-editor teams with different responsibilities
Cons
  • –Advanced authoring and governance features require deliberate configuration
  • –Deep integration with external documentation tools can take engineering work
  • –Some formatting and layout controls feel less granular than wiki tools
  • –Large-scale customization depends on API or external automation
Use scenarios
  • Operations teams managing internal policies

    Publish searchable procedures and standards

    Employees retrieve current knowledge

  • Subject-matter experts and doc teams

    Maintain consistent glossary entries

    Readers find consistent terminology

Show 2 more scenarios
  • Customer support teams

    Create self-service answers and guides

    Customers resolve issues faster

    Support publishes troubleshooting and how-to articles to reduce reliance on direct ticket requests.

  • Knowledge managers and analysts

    Improve content using feedback and usage

    Updates focus on gaps

    Teams use article feedback, search activity, and reporting to target stale or weak articles.

Best for: Fits when teams need governed help center workflows and measurable search outcomes for both internal and customer audiences.

#2

Nuclino

SMB

Lightweight team wiki software used for internal knowledge bases and documentation hubs.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Connected page canvas that treats knowledge as a graph instead of a category tree.

Nuclino centers knowledge base building around a visual canvas of connected pages, not just a linear article list. Its WYSIWYG editor supports Markdown input for authors who want both rich formatting and text-first editing.

The system focuses on role-based access control for workspace and space visibility, plus structured page relationships for faster context building. Nuclino also provides an API and webhooks for syncing content and reacting to changes in external tools.

Pros
  • +Visual canvas makes topic linking and navigation faster than page trees
  • +Markdown input inside a WYSIWYG editor reduces switching for authors
  • +REST API and webhooks support content sync and automation workflows
  • +Granular access control scopes visibility without cloning spaces
Cons
  • –Hierarchy for large article libraries can feel less structured than strict trees
  • –Automation coverage is limited to API-triggered workflows rather than built-in approvals
  • –Advanced governance features like audit logging and retention controls are not its focus
  • –Bulk migration between knowledge base structures requires external scripting
Use scenarios
  • Operations teams and knowledge managers

    Maintain policies and reference knowledge together

    Shared searchable knowledge base

  • Technical writers and researchers

    Draft notes and outlines as linked pages

    Contextual connected drafts

Show 2 more scenarios
  • Support and documentation teams

    Publish internal or external help pages

    Accessible support documentation

    Produce readable documentation with linked navigation and controlled sharing for consistent customer support.

  • Game design and production teams

    Coordinate design specs and review notes

    Navigable evolving design reference

    Organize story, quest, and art references into linked pages for faster collaboration during production.

Best for: Fits when teams want an internal knowledge base with visual relationships and automation via API or webhooks.

#3

Tettra

SMB

Internal knowledge base software for documenting processes, policies, and team answers.

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

Tettra’s team ownership model links articles to accountable owners and a review cycle that drives ongoing documentation freshness.

Tettra is a documentation portal built around people quickly finding the right internal and customer-facing answers. It ties knowledge articles to teams, owners, and context so updates flow through an explicit review cycle.

Tettra supports Markdown authoring and organizes content into a navigable hierarchy for self-service support. Admin controls cover identity integration and access management for shared documents.

Pros
  • +Article ownership and review workflow reduce stale knowledge
  • +Markdown authoring keeps docs consistent with developer habits
  • +Search is tuned for finding the right doc in a busy internal wiki
  • +Category hierarchy supports structured self-service navigation
Cons
  • –Custom knowledge structures can require ongoing governance work
  • –Some advanced help center layout controls are less granular than wikis
  • –Automation and API use cases feel narrower than extensible doc suites
  • –Granular per-page external sharing options can limit complex portals
Use scenarios
  • People operations and legal teams

    Publish controlled policy guidance for staff

    Central policy reference

  • Managers and new employees

    Access role-based onboarding resources independently

    Consistent onboarding support

Show 2 more scenarios
  • Documentation owners and SMEs

    Reuse existing content across teams

    Less duplicated documentation

    Owners link related pages and apply templates to reduce duplication and standardize guidance.

  • Internal support and IT teams

    Centralize troubleshooting answers for requests

    Faster response to issues

    Support teams store recurring incident steps and service answers for quick self-service access.

Best for: Fits when teams need a lightweight internal knowledge base with structured ownership and review-driven updates.

#4

KnowledgeOwl

specialist

Dedicated knowledge base software for manuals, internal docs, and customer help content.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Webhook-driven updates that let external systems react to article changes for near-real-time workflows.

KnowledgeOwl is a documentation portal focused on self-service publishing and structured knowledge base management. It supports article authoring with a WYSIWYG editor and Markdown support, plus configurable category hierarchy and article versioning.

Pros
  • +Supports WYSIWYG editing plus Markdown for consistent authoring workflows
  • +Category hierarchy and article versioning support scalable internal documentation governance
  • +REST API and webhooks support automation and external system integration
  • +Article-level access controls support mixed internal and customer-facing knowledge bases
Cons
  • –Customization outside templates depends on configuration discipline and design constraints
  • –Deep content operations like bulk migrations require more planning than native editors
  • –Advanced search tuning depends on how content is structured and labeled
  • –Some workflows involve multiple steps across admin and publishing settings
Use scenarios
  • Operations and HR documentation teams

    Organize procedures and policies with permissions

    Employees access approved guidance

  • Partner enablement and account ops

    Share select articles with restricted audiences

    Partners receive relevant docs

Show 2 more scenarios
  • Product documentation and technical writers

    Maintain versioned documentation for releases

    Users find current information

    Writers update article drafts in a documentation workflow and manage version history for product changes.

  • Knowledge managers and support leaders

    Prioritize content using search and performance

    Support questions decrease

    Knowledge leaders review reader gaps and refine articles to address unclear or missing information.

Best for: Fits when teams need automated knowledge base provisioning via API and structured content governance.

#5

Document360

specialist

Dedicated knowledge base software for public and private documentation portals.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

Granular content review states tied to publishing and version history across a documentation portal.

Document360 fits teams that need a documentation portal with category hierarchy, role-based access controls, and an editorial review cycle tied to published states. Article versioning captures changes at the page level so teams can roll back or audit what changed between releases. Search and reporting features give admins visibility into what users search for and which pages drive outcomes in self-service support.

Pros
  • +Article versioning supports rollback and change tracking by page
  • +Editorial review workflow reduces publishing risk for customer-facing docs
  • +Role-based access control supports multi-portal governance
  • +Search analytics show what drives self-service engagement
Cons
  • –Category structure needs consistent upkeep to avoid orphaned content
  • –Automation depends on integration points instead of built-in orchestration
  • –Bulk migrations are less direct than page-by-page exports
Use scenarios
  • Customer support operations

    Run a gated help center release

    Fewer bad releases in self-service

  • Documentation teams

    Manage multi-category documentation governance

    Consistent information ownership

Show 2 more scenarios
  • IT and systems teams

    Integrate docs with support workflows

    Faster synchronization with ops

    APIs and webhooks connect documentation changes to external ticketing or automation systems.

  • Product enablement teams

    Track article impact using search data

    Improved findability over time

    Search analytics guide content updates based on queries and page engagement patterns.

Best for: Fits when support teams need governed help center publishing with review gates.

#6

Intercom Help Center

enterprise

Customer support knowledge base software connected to chat, bots, and inbox workflows.

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

Help Center content is designed to work alongside Intercom support routing, so knowledge discovery and agent handling share the same workflow context.

Intercom Help Center is tightly coupled to Intercom’s support experience, which helps customer questions flow from self-service articles into agent handling with consistent context. Article creation supports a WYSIWYG editor and structured category placement, which reduces friction for recurring publishing and review cycles. Search and article discovery are built around Intercom’s support usage patterns, which supports targeted help center experiences for specific audiences.

Pros
  • +Tight alignment between help articles and Intercom agent workflows
  • +WYSIWYG article authoring reduces friction for non-technical editors
  • +Category-based organization supports clearer customer navigation
  • +Knowledge content stays consistent with Intercom support context
Cons
  • –Help center operations are less portable than standalone CMS tools
  • –More customization than basic articles can require governance
  • –Advanced workflows depend on Intercom ecosystem features
  • –Complex internal publishing pipelines may feel constrained
Use scenarios
  • Support operations teams

    Route complex cases with matching articles

    Faster resolution for repeat issues

  • Customer success teams

    Publish onboarding and product guidance

    Reduced onboarding back-and-forth

Show 2 more scenarios
  • Documentation editors

    Iterate articles through review cycles

    More consistent documentation updates

    Editors can use WYSIWYG authoring and structured categorization to keep help content current.

  • Support leaders

    Tune customer self-service experiences

    Higher share of article-led answers

    Help Center search and navigation are built around Intercom support patterns for customer-facing self-service.

Best for: Fits when teams already handle support in Intercom and need knowledge articles to match agent workflows.

#7

ProProfs Knowledge Base

SMB

Knowledge base software for public help centers and private internal documentation.

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

Article feedback plus a review cycle tied to publishing reduces time from user-reported issues to corrected docs.

ProProfs Knowledge Base publishes structured help center articles with WYSIWYG authoring and a configurable category hierarchy. It adds built-in content workflow with review cycles and article feedback to manage internal and external knowledge bases.

Pros
  • +WYSIWYG article authoring with formatting controls for fast help center updates
  • +Built-in review cycle and article feedback for reducing publish-to-correct cycle time
  • +Search and search analytics support identification of content gaps and weak queries
  • +Category hierarchy and organization tools fit multi-team internal knowledge bases
Cons
  • –REST API and automation surface are limited compared with developer-first documentation suites
  • –Advanced governance like granular RBAC and audit logging needs tighter validation for regulated teams
  • –Template and layout customization options can constrain complex help center designs
  • –Content localization and SEO metadata controls are not as deep as specialized documentation tools
Use scenarios
  • Documentation managers

    Run governed drafting and review cycles

    Consistent publishing and approvals

  • IT and operations teams

    Host internal runbooks for recurring tasks

    Employees follow standardized processes

Show 2 more scenarios
  • IT and systems teams

    Maintain categorized system documentation

    Central reference for system knowledge

    Keep technical and process documentation searchable with permissions for knowledge visibility.

  • Support and service teams

    Consolidate FAQ answers into reusable articles

    Faster consistent customer responses

    Publish organized FAQ content so recurring customer questions stay consistent.

Best for: Fits when teams need a help center workflow with controlled publishing and actionable search analytics.

#8

Help Scout Docs

SMB

Knowledge base software focused on fast setup, clean publishing, and support deflection.

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

Draft-to-publish workflow with article history supports controlled updates without breaking the published help center.

Help Scout Docs centers on help article authoring with a page builder that edits consistently across drafts and published views. The editor supports structured sections and common help center patterns, while category hierarchy keeps large documentation sets navigable. Editorial workflow supports review cycles through draft states and controlled publishing so authors can iterate without disrupting live content.

Pros
  • +Markdown-first authoring supports fast edits and consistent formatting
  • +Category hierarchy keeps large help centers navigable
  • +Draft and publishing workflow reduces accidental content changes
  • +Feedback collection connects customer questions to article updates
Cons
  • –Template customization stays limited for highly specialized page layouts
  • –Advanced automation and API-driven content operations require stronger integration patterns
  • –Cross-linking and knowledge graph style structuring stays basic
  • –Bulk editing tools are less extensive than spreadsheet-based editors
Use scenarios
  • Customer support teams

    Publish troubleshooting guides with approvals

    Fewer outdated answers

  • Technical documentation teams

    Write in Markdown then refine visually

    Faster article production

Show 2 more scenarios
  • Internal IT knowledge owners

    Maintain policies and runbooks

    Lower internal repeat questions

    Category hierarchy helps keep internal guides organized for recurring access needs.

  • Operations and support enablement

    Route article feedback into revisions

    Higher search success

    Article feedback supports iterative updates aligned to customer confusion patterns.

Best for: Fits when support teams need a governed help center with drafts, categories, and contributor-friendly editing.

#9

Freshdesk Knowledge Base

SMB

Help desk software with built-in knowledge base and customer self-service features.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Knowledge base publishing is designed to work directly with Freshdesk ticket workflows and operational automation.

Freshdesk Knowledge Base connects help center article authoring to Freshdesk ticket workflows, which matters for teams that publish docs and manage support cases in the same system. It supports structured content editing, category hierarchy, and customer-facing article publishing with role-based access controls.

Pros
  • +Tight linkage between knowledge articles and Freshdesk ticket context
  • +Category hierarchy supports scalable external knowledge base organization
  • +Role-based access controls cover internal and customer-facing publishing needs
  • +Search and analytics show which articles users engage with
Cons
  • –Advanced governance like multi-step review cycles can require process discipline
  • –Content localization needs careful planning across categories and templates
  • –Large knowledge sets can feel slower during bulk edits
  • –Extensibility relies heavily on the Freshworks automation and API surface
Use scenarios
  • Support managers

    Reduce ticket volume via better self-service

    Lower repeat questions

  • Customer support agents

    Keep docs synced with case workflows

    Faster case resolution

Show 2 more scenarios
  • Customer education teams

    Author and organize help center content

    Cleaner knowledge base

    Use category hierarchies and structured editing to publish consistent documentation across products and topics.

  • IT and RevOps operations

    Automate knowledge publishing and maintenance

    Less manual updating

    Use API and automation hooks to connect knowledge updates with support operations and internal signals.

Best for: Fits when teams want a customer-facing help center tightly synced with ticket operations.

#10

Zoho Learn

SMB

Knowledge management software for internal wikis, manuals, and team training content.

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

Content workflow plus category-based publishing controls let teams manage review cycles without building custom approval tools.

Zoho Learn delivers an internal help center for article authoring, publishing, and self-service knowledge access. It supports knowledge base structure with category hierarchy and content versioning, plus content workflows for review cycles.

Pros
  • +Category hierarchy and article versioning support controlled updates.
  • +Content workflow tools fit review cycles with publish approvals.
  • +Zoho ecosystem integration reduces effort for identity and content handoffs.
  • +REST API enables custom knowledge indexing and portal extensions.
Cons
  • –External portal exposure requires careful role and audience configuration.
  • –Markdown authoring support is limited compared with more documentation-first editors.
  • –Advanced search tuning options are less granular than some enterprise help desks.
Use scenarios
  • Support leaders managing portals

    Publish searchable help articles companywide

    Fewer repeat customer questions

  • Technical writers and editors

    Draft, version, and review knowledge articles

    Faster article publication

Show 2 more scenarios
  • IT teams with SSO requirements

    Restrict access via roles and SSO

    Lower compliance risk

    Scopes portal visibility using role permissions and SSO-backed access for internal knowledge control.

  • Developers building knowledge integrations

    Sync content using REST API

    Better findability

    Indexes and provisions knowledge content through REST API to integrate with external search and systems.

Best for: Fits when mid-size teams need an internal and customer knowledge base with workflow and API extensibility.

Conclusion

After evaluating 10 knowlege base software, Helpjuice stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
Helpjuice

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Knowlege Base Software

How do Confluence and Notion differ for article authoring and knowledge workflows?
Confluence supports governed help center publishing with an article history model tied to editorial updates, which is suited to strict document governance. Notion relies on flexible page composition and collaboration features, so structured review cycles and content lifecycle rules typically require more workspace convention than Help Scout Docs-style draft-to-publish control.
Which tool fits teams that need SSO-backed access control for both internal and external documentation?
Zoho Learn focuses on portal exposure with SSO-backed access, which maps well to scoped document access for internal knowledge and customer-facing help centers. Helpjuice also provides RBAC-style governance and stateful workflow controls, but Zoho Learn’s emphasis on SSO scoping is a stronger fit for identity-driven access patterns.
When does an article feedback workflow change doc outcomes in Help Scout Docs or ProProfs Knowledge Base?
Help Scout Docs supports search and feedback loops that turn customer questions into drafted or updated articles through controlled publishing. ProProfs Knowledge Base adds article feedback tied to a review cycle, which reduces turnaround time when teams need a closed loop from user-reported gaps to corrected published content.
What breaks if content taxonomy and category hierarchy are weak in Document360 or KnowledgeOwl?
If category hierarchy is poorly maintained in Document360, users hit lower relevance and discoverability because navigation and portal structure depend on consistent categorization. KnowledgeOwl’s structured hierarchy and versioned article management also degrade when taxonomy changes are frequent, because redirects and navigation updates require disciplined content operations.
How do API and automation differ across KnowledgeOwl and Nuclino for keeping a knowledge base in sync?
KnowledgeOwl exposes a REST API and webhooks so external systems can automate provisioning and react to article changes. Nuclino also provides an API and webhooks, but its connected page canvas makes automation center around relationships between pages rather than a strict category tree.
Which knowledge base platform is a better fit for integrating help content into an existing ticket workflow?
Freshdesk Knowledge Base connects customer-facing article publishing directly to Freshdesk ticket workflows, which makes the documentation update loop part of ticket operations. Intercom Help Center connects knowledge articles to Intercom agent routing, so the help center content and agent workflow share context in Intercom rather than only syncing with tickets.
How should admin controls be evaluated for RBAC and auditability in Helpjuice versus Intercom Help Center?
Helpjuice emphasizes governance features that track workflow states and auditability across content changes, which matters for multi-editor teams. Intercom Help Center focuses on configuration for the help center to match support structure and ties content handling to Intercom workflows, so RBAC coverage should be validated against the needed identity and policy model.
When do search analytics requirements favor ProProfs Knowledge Base over Tettra?
ProProfs Knowledge Base includes built-in analytics for monitoring what users read and where they stop, which supports deflection-oriented iteration on article usefulness. Tettra includes search and content workflow tied to team ownership and reviews, so analytics are typically centered on article performance through ownership and review states rather than detailed stop-point behavior.
What tradeoff appears when choosing between a category-tree help center and a page-relationship knowledge model in Nuclino?
Nuclino treats knowledge as a graph of connected pages, so the system supports context building through relationships instead of only a category hierarchy. Teams that need strict tree navigation for every user path may find configuration heavier because linked-page structures can produce non-linear navigation behavior compared with category-driven portals like Document360.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Knowlege Base Software

In knowlege base software, the real differences show up in how updates get written and organized, how search behaves on real content, and how changes are governed for different editors. We focus on update frequency controls and audit trail evidence rather than marketing claims.

Publish workflow and approval steps

Why it matters

If publish workflow and approval steps are weak, inaccurate articles ship and then linger. Strong controls keep editing safe while still letting teams publish on schedule.

How to check

On a demo, try creating a draft, requesting approval, and publishing as a different role. Ask what happens when an approver rejects and whether the article stays linked in search.

Update frequency and review cadence

Why it matters

Update frequency and review cadence matter because stale articles are worse than missing ones, especially after product or policy changes. The best systems make review expectations visible.

How to check

Look for reminders, due dates, or status flags on articles. Ask whether editors can schedule reviews and whether overdue content is easy to find from an admin view.

Search relevance on messy queries

Why it matters

Search relevance on messy queries determines whether people actually use the knowledge base. When search fails, users bounce to tickets or meetings instead of finding answers.

How to check

In a sandbox or demo dataset, test typos, partial phrases, and common synonyms you’d expect from real questions. Compare results across a short and a long article set and see if the system boosts the best sources.

Category structure and tagging flexibility

Why it matters

Category structure and tagging flexibility affect how quickly teams locate where an answer belongs. If the structure is rigid, you’ll fight the tool as your content grows.

How to check

Create a few articles with different topics and test how categories and tags are assigned and reused. Ask whether you can move content between categories without breaking links or losing history.

Article version history and rollback

Why it matters

Article version history and rollback protect you when updates introduce errors. If editors cannot compare changes or revert cleanly, governance breaks down.

How to check

Edit an article twice, then view history and diff between versions if available. Attempt a rollback and confirm whether the published URL or references keep working.

Audit log for edits and publishing

Why it matters

Audit log for edits and publishing helps you answer “who changed what, and when.” That evidence matters when multiple editors collaborate and accuracy matters.

How to check

As an admin, filter audit events by a specific article and verify fields like editor, action type, and timestamp. Ask whether views of draft vs published are tracked and whether actions are exported.

Red flags

  • Publish workflow allows direct publishing with no approval path
  • Search results don’t change after you refine synonyms or titles
  • Version history exists but can’t roll back cleanly to a prior state

Fit by situation

  • If you have multiple editors and need controlled releases, prioritize publish workflow and approval steps.
  • If your content changes often, prioritize update frequency and review cadence to keep answers current.
  • If people rely on finding the right article fast, prioritize search relevance on messy queries.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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