GITNUXSOFTWARE REVIEW
Digital Transformation In IndustryTop 10 Best in House Software of 2026
Compare in house software options with a market-research roundup of top tools, use cases, and tradeoffs for engineering and operations teams.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe 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 rankings. Editorial policy
Appsmith is the best choice for small teams shipping internal apps quickly because its action-driven workflows with direct connector and HTTP calls let you run end-to-end operations from the same dashboard, whereas Supabase fits Postgres-first teams since Row Level Security policies enforce per-row access right where your queries run.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Appsmith
Action-based workflows with direct connector and HTTP calls enable end-to-end operations from internal dashboards.
Best for: Fits when small teams need fast internal app delivery with controlled access and API integration.
Supabase
Editor pickRow Level Security with policy-driven access and app-agnostic enforcement tied directly to Postgres queries.
Best for: Fits when teams want a Postgres-centric backend with policy-based access and fast API generation for internal apps.
Budibase
Editor pickBudibase lets built apps expose API endpoints for app-specific data operations, so external services can use the same logic.
Best for: Fits when teams need internal tools fast with data integrations, RBAC, and automation without full custom frontend rebuilds.
Comparison Table
Appsmith
SMBOpen-source low-code platform for building internal tools and automating workflows.
Action-based workflows with direct connector and HTTP calls enable end-to-end operations from internal dashboards.
Appsmith supports internal tooling by letting teams build data-connected web app screens with a UI layer, server-side actions, and reusable components. It focuses on integration breadth through connectors, HTTP requests, and scriptable queries that can call internal services.
Application logic can be versioned and redeployed with a self-hosted deployment model that fits in-house environments. Governance features like role-based access controls and environment separation support controlled rollout across dev, staging, and production.
- +Self-hosted deployments support internal network constraints and audit controls
- +Reusable widget and query patterns reduce duplication across internal apps
- +Action-based workflows support multi-step operations with external APIs
- +Strong RBAC supports limiting who can view and execute sensitive screens
- –Complex auth flows and token handling can require custom scripting work
- –Large UI state and validation logic can become hard to maintain without discipline
- –Advanced data modeling stays lightweight compared with full application frameworks
- –Deep enterprise governance depends on how organizations structure environments
IT administrators and identity operations
Build user provisioning screens from APIs
Custom user-management workflow
Sales operations teams
Manage deal records in connected systems
Tailored deal workspace
Show 2 more scenarios
Support and account operations
Investigate account records with actions
Focused account review
Combine account information and follow-up actions into a single internal investigation interface.
Operations and business analysts
Create dashboards from live operational data
Consolidated operational dashboard
Bring live metrics from APIs or databases into shared dashboards for routine monitoring and actions.
Best for: Fits when small teams need fast internal app delivery with controlled access and API integration.
Supabase
API-firstOpen-source backend platform providing database, authentication, and APIs for building applications.
Row Level Security with policy-driven access and app-agnostic enforcement tied directly to Postgres queries.
Supabase gives internal teams a Postgres-backed backend with an API layer, auth, and storage for custom applications. RLS policies and Postgres functions provide a controlled data model surface that can be called through REST and GraphQL.
Studio adds a practical admin workflow for querying, editing, and managing database objects without building a separate internal console. Its automation and API surface centers on webhook-driven workflows and eventing from database changes.
- +Postgres RLS policies enforce per-row access without duplicating application checks
- +Database triggers and functions can publish changes through Supabase webhooks and event hooks
- +Auto-generated REST and GraphQL APIs reduce custom API scaffolding
- +Studio provides an integrated SQL and object management console for internal use
- –Complex RBAC and RLS designs require careful policy testing across queries
- –Large-scale reporting workloads often need custom indexes and query tuning
- –Cross-service workflow orchestration still requires external queueing or workflow code
- –Schema evolution across client apps needs disciplined migrations and contract management
Internal product teams shipping media apps
Manage user uploads with protected storage
Protected files and account metadata
Application developers iterating database schemas
Develop and test schema changes safely
Repeatable database change workflow
Show 2 more scenarios
Backend engineers building data APIs
Generate REST and GraphQL endpoints
Working APIs from database objects
Supabase exposes tables, views, and query logic through REST and GraphQL without custom endpoint code.
Product teams enabling realtime experiences
Subscribe to database changes and presence
Connected clients with live updates
Applications can receive relevant updates via change subscriptions and realtime messaging for shared state.
Best for: Fits when teams want a Postgres-centric backend with policy-based access and fast API generation for internal apps.
Budibase
SMBOpen-source low-code platform for building internal apps and admin panels.
Budibase lets built apps expose API endpoints for app-specific data operations, so external services can use the same logic.
Budibase generates internal apps from a visual builder that connects to external data sources and publishes web interfaces for workflows. It supports form and table UI, role-based access controls, and configurable automations triggered by events or schedules.
Budibase also provides an API surface for data operations and custom endpoints so internal services can integrate with built apps. For teams reducing custom codebase volume, it offers a path to create bespoke application UIs without building every screen from scratch.
- +Visual app builder maps UI components to connected data sources
- +RBAC supports per-resource permission configuration for internal users
- +Automations can react to data changes and scheduled triggers
- +App APIs support programmatic access for integrations and internal services
- –Deep governance needs careful permission design across pages and actions
- –Extending business logic beyond built-in blocks can require custom code
- –Complex multi-step workflows can become harder to reason about at scale
- –Heavy customization may reduce portability across environments
Developers integrating internal systems
Reuse app data operations via APIs
Less custom integration code
Agencies building client-facing portals
Deliver branded client workflows and data access
Tailored portal for clients
Show 2 more scenarios
IT teams managing internal roles
Serve role-based internal applications securely
Shared apps with controlled access
Apply role-based access to screens and actions for different internal user groups.
Operations teams running admin consoles
Centralize employee updates for records
Centralized admin workflows
Create internal tools for employees to view and update operational records.
Best for: Fits when teams need internal tools fast with data integrations, RBAC, and automation without full custom frontend rebuilds.
NocoDB
SMBOpen-source platform that turns any database into a smart spreadsheet for internal data management.
Schema-based app generation that turns a SQL structure into ready-to-run CRUD UI and endpoints.
NocoDB lets teams build database-backed internal apps with a spreadsheet-style UI and a self-hosted runtime. It provides an app layer for CRUD screens, dashboards, and workflows on top of a connectable SQL data model.
- +Self-hosted deployment keeps operational data in-house
- +Model-driven CRUD screens reduce custom UI work
- +API access supports programmatic reads, writes, and automation
- +Built-in workflow actions cover common internal routing tasks
- –Advanced UI customization can require extra development effort
- –Complex authorization rules need careful configuration and testing
- –Performance tuning becomes the team’s responsibility at scale
- –Audit and governance reporting depth may lag ERP-grade tooling
Sales and partnerships teams
Track leads, contacts, and follow-ups
Relational workflow for sales follow-ups
Delivery and project managers
Coordinate tasks across multiple views
Cross-view task and milestone tracking
Show 2 more scenarios
Developers and DevOps teams
Expose records through APIs and hooks
Programmatic access to operational data
Connect the SQL data model to apps and trigger event-driven processing via the API surface.
IT administrators and governance teams
Host internal database administration securely
Controlled internal data interface
Deploy controlled collaborative views to keep access and data handling aligned with internal requirements.
Best for: Fits when teams need fast internal apps with a SQL-backed data layer and API-driven automation.
Baserow
SMBOpen-source no-code database for building internal data management applications.
Configurable relational table modeling that turns spreadsheets into API-addressable internal datasets.
Baserow is an in-house data management system built around configurable tables and relational records rather than a fixed ERP-style data schema. Teams use it to model operational datasets, then expose those records through its REST-style API and database-view style workflows.
- +Configurable tables and relations without writing custom back-end code
- +REST-style API supports programmatic reads and writes of business data
- +Role-based access controls support separation of internal teams
- +View and filter configurations help standardize internal data consumption
- –Limited native workflow orchestration compared to dedicated automation platforms
- –Fine-grained audit logging coverage is not as deep as enterprise governance suites
- –Large-scale customization can resemble app sprawl without strong governance discipline
- –Data modeling flexibility can create performance bottlenecks if queries are unmanaged
Operations teams
Track processes across relational stages
Workspace for staged operations monitoring
Sales and marketing teams
Maintain lead records for enrichment
Central dataset for enrichment handoffs
Show 2 more scenarios
Project and delivery teams
Visualize task dependencies by stage
Database-backed progress view
Represent tasks, dates, and dependencies with fields, relations, and filtered project views.
Business analysts
Standardize reporting tables from one model
Consistent tables for reporting
Create repeatable filtered views from shared records instead of duplicating datasets for reports.
Best for: Fits when teams need internal structured data and API access without building a custom UI and back end.
ToolJet
SMBOpen-source low-code platform for building and deploying internal tools.
App-managed automation via triggers and scheduled jobs tied directly to the same UI and data queries.
ToolJet is a self-hosted in-house app builder for internal tooling that focuses on connecting UI actions to external data sources. It provides a visual builder for dashboards and CRUD-style apps plus an automation layer via scheduled queries and event-driven triggers inside the app.
- +Visual app builder for internal dashboards and CRUD workflows
- +Direct integration to REST APIs, SQL databases, and file storage
- +Self-hosted deployment model for on-prem and private networks
- +Reusable query and component patterns reduce duplication in apps
- –Limited governance controls compared with enterprise app platforms
- –Data validation and schema enforcement need manual query logic
- –Complex workflows can become difficult to maintain in visual logic
- –Extension work often depends on custom components and scripting
Platform and IT operations teams
Build admin consoles with API-backed controls
Tailored administrative workflows
Engineering and operations teams
Automate database actions via schedules or webhooks
Less manual intervention
Show 2 more scenarios
Support and service operations teams
Search cases and enrich related customer data
Quicker case resolution
Teams combine multiple data sources into unified lookup screens for faster context gathering.
Business operations teams
Create CRUD interfaces for connected data
Usable data management UI
Teams deliver internal record management screens without building a full front end from scratch.
Best for: Fits when teams need internal apps and dashboards wired to APIs with fast iteration.
Appwrite
API-firstOpen-source backend platform for building internal and customer-facing applications.
Built-in server-side functions that can react to backend events and run with the same project configuration and access model.
Appwrite covers core primitives for greenfield internal tooling, including email and OAuth authentication, document database collections, file storage, and event-driven server-side functions. The platform exposes a consistent API surface through official SDKs and a single endpoint model that reduces the number of separate services needed for basic backend features. Real-time subscriptions allow internal dashboards and operational UIs to update without building separate WebSocket infrastructure.
- +Single backend API covers auth, database, storage, and real-time
- +Self-hosted deployment supports internal governance and network boundaries
- +Event-driven functions integrate with backend operations
- +SDK-driven setup reduces custom backend glue code
- –Workflow orchestration beyond functions needs custom application logic
- –Schema discipline is required for large teams sharing collections
- –Real-time scaling requires careful application-level query planning
- –Operational overhead increases with self-hosted environments
Platform engineering teams
Standardize backend primitives for internal products
Fewer bespoke backend components
Ops and dashboard developers
Live monitoring panels with real-time updates
Lower UI latency
Show 2 more scenarios
Security and governance owners
Keep user data inside network boundaries
Stronger access control
Self-hosting plus RBAC and project isolation supports controlled access for internal applications.
Product teams shipping MVPs
Build greenfield backends without heavy infrastructure
Faster backend delivery
Functions and storage cover common backend needs while the application code focuses on domain logic.
Best for: Fits when teams need self-hosted backend APIs for internal apps with fast auth, storage, and event functions.
Directus
API-firstHeadless data platform for building internal applications and APIs on top of any SQL database.
Schema-first generation of both REST and GraphQL APIs with permissions enforced consistently across endpoints.
Directus differentiates itself by treating the database as the source of truth and generating an admin interface, REST and GraphQL APIs, and role-based access controls from the existing schema. It provides a built-in data model layer with collections, fields, relations, and schema-aware validation that reduces custom code for common CRUD and governance needs.
- +Schema-driven admin UI generates list, form, and relation views automatically
- +REST and GraphQL APIs stay aligned with collections, relations, and permissions
- +Event hooks and webhooks enable automation without rewriting core endpoints
- +RBAC and audit logging support operational governance for internal users
- –Complex authorization scenarios can require custom access control logic
- –Workflow automation often needs custom code for multi-step orchestration
- –Performance tuning for large graphs depends on query design and indexing discipline
- –Self-hosted deployments require container, storage, and migration operational overhead
Platform engineering teams
Expose database data as APIs
Faster delivery of integrations
Data governance teams
Enforce roles and validation rules
Reduced authorization and data errors
Show 2 more scenarios
Workflow automation teams
Trigger events on data changes
Automated responses to updates
Event hooks and webhooks send updates to external systems for reliable process automation.
Product teams building internal tools
Manage content with admin UI
Lower custom admin maintenance
The built-in admin interface supports CRUD workflows with schema-aware fields and relations.
Best for: Fits when teams want an internal admin plus API layer generated from an existing database schema.
Backstage
enterpriseOpen-source framework for building internal developer portals.
Software catalog entities plus backend plugins that enrich each entity with automated, source-of-truth metadata.
Backstage organizes software as entities in a service catalog, then renders those entities into catalog pages, documentation cards, and tech-radar style views. The platform integrates with CI and automation pipelines by ingesting build metadata and refresh signals into the catalog and by linking deployments and runbooks per service. Plugin architecture enables custom backends for internal tools, including bespoke API endpoints that populate catalog fields and operational panels.
- +Plugin backend model supports custom APIs for catalog enrichment
- +Service catalog unifies ownership, docs, and operational links per entity
- +Scaffolding templates standardize new service setup across teams
- +RBAC and entity ownership annotations support controlled access
- –Catalog integrations require steady upkeep to keep metadata accurate
- –Operational views depend on external tooling health signal quality
- –Extensive customization adds build and maintenance workload
- –Permission design can become complex at scale
Platform engineering teams
Unify service metadata across repositories
Faster onboarding and fewer manual updates
Developer experience teams
Standardize service creation workflows
Consistent setup across new services
Show 2 more scenarios
Operations and SRE teams
Centralize runbooks and operational pointers
Quicker triage with fewer context switches
Each service entity connects to operational docs and links needed during incidents.
Security and governance teams
Control catalog visibility by RBAC
Reduced exposure of sensitive entities
RBAC gates access to catalog views and admin actions, aligned to entity ownership.
Best for: Fits when platform engineering needs a standardized developer portal with automated catalog workflows.
Humanitec
enterpriseInternal developer platform for orchestrating in-house software delivery.
Environment-scoped service configuration combined with controlled release promotion across stages using automation and RBAC.
Humanitec fits teams standardizing deployment workflows for multiple internal services, especially when environments need repeatable configuration and predictable rollout behavior. Service setup centers on defining deployable workloads and promotion rules so the platform can run consistent CI checks and release steps across dev, staging, and production. Integration depth is strongest where Humanitec can connect to existing CI/CD systems and container registries to run builds and publish artifacts without rewriting every pipeline.
- +Service templates generate repeatable build, test, and deploy steps across environments
- +API and automation support programmatic provisioning and release promotion
- +RBAC and audit logging provide governance for app and environment changes
- +Configuration and secrets separation improves environment correctness
- –Requires teams to adopt Humanitec service model and workflow conventions
- –Mapping bespoke deployment steps into platform workflows can add integration effort
- –Initial governance setup can take time before many teams onboard
Platform engineering teams
Standardize releases for many services
Fewer release inconsistencies
DevOps and CI maintainers
Automate pipeline creation and runs
Reduced pipeline drift
Show 2 more scenarios
Security and governance owners
Control access to production releases
Stronger change accountability
Apply RBAC and audit logs to app and environment operations across the org.
SRE teams
Manage configuration correctness per environment
Lower environment mismatch rate
Keep secrets and configuration aligned to each environment in the platform workflow.
Best for: Fits when platform teams need standardized releases with RBAC and audit trails across many internal services.
Conclusion
After evaluating 10 in house software, Appsmith 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 in House Software
In-house software projects succeed when teams can standardize integration paths, control deployments across environments, and keep operational context close to the codebase. This guide covers Backstage, Humanitec, Appwrite, Appsmith, Budibase, ToolJet, Directus, Supabase, NocoDB, and Baserow as the concrete options for building and operating internal platforms.
The section order assumes prior coverage of each tool’s mechanisms, so this opener focuses on where platform engineering and internal application delivery differ in practice. Backstage emphasizes automated catalog workflows that enrich software ownership and operational links. Humanitec centers environment-scoped service configuration tied to controlled promotion and RBAC-backed audit trails.
In House Software built and governed inside the organization, from portal and APIs to internal apps
In-house software typically runs self-hosted or behind internal network boundaries and connects internal systems through documented APIs, automation hooks, and repeatable deployment workflows. Tools like Backstage provide a software catalog model and backend plugins that attach source-of-truth metadata to components and services, which supports standardized operational navigation.
Other approaches combine backend capabilities with an integrated access model so internal apps can deliver data operations without duplicating authorization logic across layers. Supabase uses Postgres row-level security so policy enforcement occurs at the database query level, and Appwrite packages server-side functions with auth, database, storage, and real-time events under a single backend API.
In-house platform features that determine integration depth and operational control
In-house software succeeds when it reduces custom glue by standardizing how services, data, and operational links connect across internal environments. The strongest platforms also expose automation and API surfaces that let teams provision and change workflows without rebuilding internal tooling each time a service or team structure shifts.
Catalog and metadata enrichment for shared operational context
Backstage uses a software catalog model with a backend plugin architecture to attach source-of-truth metadata and operational links to entities. This pattern supports consistent ownership, documentation, and navigation across services that otherwise drift.
Environment-scoped configuration plus promotion with RBAC and audit trails
Humanitec ties service configuration to environments and pairs that with controlled release promotion across stages under RBAC and audit trails. This gives platform teams a governance mechanism for deployments that should remain consistent across many internal services.
Unified backend API that packages auth, data, storage, and event functions
Appwrite provides a single backend API that covers auth, database, storage, and real-time, while built-in server-side functions react to backend events. This reduces the number of separate internal components needed to deliver backend capabilities for internal apps.
Schema-first API generation aligned with a consistent data model
Directus generates both REST and GraphQL APIs from schema-driven collections and enforces permissions across endpoints. This helps keep admin UI, API access, and relation structure consistent when internal data models evolve.
Policy-driven row access enforced at the database layer
Supabase builds access control around Postgres Row Level Security so policies enforce per-row access directly within queries. This can cut duplicated authorization logic when internal apps are built on top of the same Postgres database.
Turn database structure into CRUD apps and API endpoints
NocoDB and Baserow both generate internal apps from structured inputs, with NocoDB using schema-based app generation and Baserow using configurable relational table modeling. This category fits teams that want API-accessible CRUD quickly without building every UI and backend layer.
Choose by platform philosophy: portal, deployment governance, backend runtime, or data-first APIs
Different in-house software categories centralize control at different layers, and that choice determines how much automation is available and where configuration errors will show up. A good selection maps to the internal workflow that needs the strongest consistency: developer self-service, release promotion governance, backend runtime behavior, or API generation from existing data structures.
If the integration problem is developer context, prioritize a catalog with backend enrichment
Backstage fits when the organization needs a standardized developer portal where entity metadata can be enriched via backend plugins. It is the best match when ownership, documentation, and operational links must stay aligned with what the codebase and runtime actually represent.
If the integration problem is deployment governance, choose environment-scoped service configuration
Humanitec fits when internal services must move through stages using controlled promotion and RBAC-backed audit trails. The decision favors Humanitec when repeatable build, test, and deploy steps must be generated from templates and managed across many services.
If internal apps need a single backend runtime, choose a packaged backend API plus event-driven functions
Appwrite fits when internal applications require auth, database, storage, and real-time behind one backend API plus server-side functions that can run on backend events. This step points to Appwrite when teams want fewer internal components and a consistent access model across features.
If internal ops apps must call APIs with minimal backend engineering, choose action-first or dashboard-first builders
Appsmith fits when internal teams build operation dashboards that run action-based workflows through direct connectors and HTTP calls. ToolJet fits when those dashboards need app-managed automation with triggers and scheduled jobs tied to the same UI and data queries.
If data already exists and the priority is consistent APIs, pick schema-first or policy-first backends
Directus fits when a database schema should drive both admin UI and synchronized REST and GraphQL APIs with permissions enforced consistently. Supabase fits when Postgres queries should enforce per-row access via Row Level Security policies.
Who in an organization benefits from each in-house software approach
In-house software choices map to team responsibilities. Platform engineering needs repeatable workflows and shared operational navigation, while internal application teams need fast backend delivery and predictable API behavior for dashboards and workflows.
Platform engineering and internal developer platform teams
Backstage supports a standardized developer portal with catalog entities enriched by backend plugins and service catalog ownership workflows. Humanitec adds deployment control through environment-scoped service configuration plus RBAC and audit trails across promotions.
Internal app teams building backend features and event-driven logic
Appwrite provides built-in server-side functions and a single backend API covering auth, database, storage, and real-time for internal apps. Supabase supports application backends where Postgres Row Level Security policies enforce access at query time.
Operations and business-operations teams shipping internal dashboards and workflow UIs
Appsmith supports internal dashboards with action-based workflows that call connectors and HTTP endpoints. ToolJet adds scheduled and trigger-based automation tied directly to UI and data queries.
Small teams turning existing SQL structures into internal CRUD apps
NocoDB generates CRUD UI and endpoints from SQL structure to reduce custom UI and backend work. Baserow turns configurable relational tables into API-addressable internal datasets without requiring custom backend code.
Common failure modes when selecting in-house software
Most selection failures come from picking a platform that centralizes control in the wrong layer. Another frequent issue is underestimating the governance work needed to keep permissions, schemas, and workflow logic consistent as internal apps expand.
Treating a portal or dashboard tool as if it will replace backend governance
Appsmith and ToolJet can wire internal UIs to REST and SQL APIs quickly, but workflow governance beyond the app layer often needs explicit design and discipline. Humanitec is a better match when the organization needs controlled release promotion and audit trails across environments.
Letting metadata drift when catalog automation depends on accurate sources of truth
Backstage catalog integrations require steady upkeep so entity metadata stays accurate and operational links stay trustworthy. When source-of-truth signals degrade, operational views become unreliable even if the portal still loads.
Overloading a builder with complex authorization and workflow logic
Budibase supports RBAC with per-resource permission configuration, but deep governance needs careful permission design across pages and actions. Directus and Supabase also require custom access control logic for complex authorization scenarios, and complex RLS designs need careful policy testing.
Assuming schema-first or CRUD generation eliminates the need for schema discipline
Appwrite can centralize backend capabilities and enforce access through a shared access model, but teams still need schema discipline when large teams share collections. NocoDB and Baserow reduce custom build work, but advanced UI customization and complex authorization rules require extra configuration effort.
How We Selected and Ranked These Tools
We evaluated Backstage, Humanitec, Appwrite, Appsmith, Budibase, ToolJet, Directus, Supabase, NocoDB, and Baserow by weighing features at 40% and ease plus value at 30% each. We prioritized integration depth through documented automation and API surfaces that connect internal services to shared workflows.
We gave Backstage a clear advantage when software catalog entities and backend plugin models provided automated metadata enrichment tied to operational navigation. We treated Humanitec as the strongest contrast when environment-scoped service configuration combined with controlled promotion and RBAC-backed audit trails reduced deployment governance effort across many internal services.
Frequently Asked Questions About in House Software
How do Backstage and Humanitec handle integrations with CI and deployment tooling?
What API model differences matter when choosing Directus versus Supabase for internal app integrations?
Which tool is better for SSO-style enterprise access control and auditability, Backstage or Appsmith?
How does Appwrite support database-driven features without adding a separate backend codebase?
What breaks if Directus replaces a custom app’s permission logic with autogenerated access control only?
When should teams choose NocoDB over building a custom CRUD layer, and what limitation follows?
How do Backstage and ToolJet differ in where user-facing configuration lives?
What migration approach fits Supabase compared with Baserow when moving legacy tables and records?
Where does Humanitec fall short versus a full internal developer portal like Backstage?
How does Baserow enable API integration compared with Budibase for internal workflow UIs?
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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