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Top 10 Best Startup Business Software of 2026

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Top 10 Best Startup Business Software of 2026

Compare startup business software options for teams, covering where they fit and key tradeoffs for selecting the right tool.

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

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also 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

Startup teams depend on business software to move data between workflows, automate operations, and enforce access controls across tools like payments APIs, marketing automation, and analytics event tracking. This comparison helps technical evaluators weigh integration depth, configuration and provisioning paths, and operational visibility when building systems for new product launches.

Vercel is the best overall pick for product teams shipping fast because preview deployments turn each git branch into an isolated URL for confident reviews and smoother release cycles, while Mailchimp is a strong alternative for startups running event-triggered campaign journeys that branch based on subscriber behavior.

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

Vercel

Preview deployments create per-branch URLs that update from commits and keep testing isolated across environments.

Best for: Fits when product teams need fast, git-driven deployments with preview environments and operational visibility.

2

Mailchimp

Editor pick

Journey Builder runs multi-step automations with trigger-based timing and condition branching inside the campaign workflow.

Best for: Fits when startups need fast campaign execution and event-triggered email journeys.

3

Stripe

Editor pick

Connect supports marketplace-style onboarding plus payout and fee flows through a single API surface.

Best for: Fits when new businesses need API-first payments with webhook sync to internal operations.

Comparison Table

1
VercelBest overall
API-first
9.5/10
Overall
2
8.8/10
Overall
3
API-first
8.7/10
Overall
4
8.4/10
Overall
5
8.3/10
Overall
6
7.9/10
Overall
7
7.5/10
Overall
8
7.1/10
Overall
9
6.9/10
Overall
10
6.6/10
Overall
#1

Vercel

API-first

Cloud platform for frontend developers to build and deploy web applications.

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

Preview deployments create per-branch URLs that update from commits and keep testing isolated across environments.

Vercel’s core capability is generating deployments from git commits and environments into repeatable releases, with preview deployments that keep branch work isolated. Teams can configure environment variables per environment and use Vercel functions or API routes to implement backend endpoints that deploy with the frontend. Observability surfaces include build output and runtime logs that connect changes to execution without building custom pipelines. This fits organizations that already treat code as the system of record and want deployments to follow that model.

A key tradeoff is that Vercel’s workflow is tightly coupled to its deployment model, so deeply custom infrastructure and nonstandard runtime topologies require extra engineering. One strong fit is rapid iteration on web apps with feature previews and quick rollback based on commit history. A common usage situation is a team shipping product UI changes while also releasing API behavior that must stay aligned across environments.

Pros
  • +Preview deployments map branch work to isolated URLs for fast review
  • +Deployments originate from git commits with automatic build and release triggers
  • +Environment variables support per-environment configuration without manual rewiring
  • +Integrated build output and runtime logs link changes to behavior
Cons
  • –Custom infrastructure and runtime topologies can require workarounds
  • –Long-running backend workloads may be a poor match for the model
  • –Advanced enterprise governance features may need careful org setup
Use scenarios
  • Product engineering teams

    Ship UI and API changes together

    Fewer regressions in reviews

  • Startup CTOs

    Standardize release workflow across repos

    Consistent deployments

Show 2 more scenarios
  • DevOps and platform engineers

    Integrate CI signals into releases

    Faster incident triage

    Build and release triggers plus logs tie pipeline events to deployment outcomes.

  • Growth and experimentation teams

    Validate changes with isolated previews

    Quicker iteration cycles

    Branch previews support parallel validation without interfering with mainline traffic.

Best for: Fits when product teams need fast, git-driven deployments with preview environments and operational visibility.

#2

Mailchimp

SMB

Email marketing and automation platform.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

Journey Builder runs multi-step automations with trigger-based timing and condition branching inside the campaign workflow.

Mailchimp’s core work revolves around designing email campaigns, managing audiences, and attaching segments to specific sends. Marketing automation uses triggers and branching rules to run journeys based on events such as form submissions, purchases, and clicks. The automation logic is configured inside the product and then extended with integrations for ecommerce and web experiences.

A key tradeoff is that Mailchimp’s deepest workflow control sits inside its marketing journey builder rather than a generalized automation framework for cross-department processes. For teams that need approval chains, ticket-driven tasks, or operational provisioning, the system often becomes a messaging hub with other tools handling governance and execution. A common fit is a startup validating positioning through frequent email campaigns and event-triggered sequences tied to product usage or commerce.

Pros
  • +Event-triggered marketing journeys map actions to signup, purchase, and engagement
  • +Segmentation controls support targeted sends using subscriber attributes and behavior
  • +Content editor supports reusable templates for consistent campaign creation
  • +Native integrations connect ecommerce, landing pages, and ad audiences
Cons
  • –Automation depth is centered on marketing journeys, not end-to-end ops workflows
  • –Advanced personalization relies on structured data and disciplined audience field hygiene
Use scenarios
  • Growth marketing teams

    Run weekly campaign sends with segmentation

    Higher click-through rates

  • Lifecycle marketing managers

    Trigger onboarding sequences from signup events

    More activated users

Show 1 more scenario
  • Ecommerce startups

    Automate post-purchase follow-ups

    Repeat purchase lift

    Use purchase-based triggers to run replenishment, review, and recommendation flows.

Best for: Fits when startups need fast campaign execution and event-triggered email journeys.

#3

Stripe

API-first

Payment processing API for online businesses.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Connect supports marketplace-style onboarding plus payout and fee flows through a single API surface.

Stripe creates and routes payments using Payment Intents and Checkout flows, then extends that capability with Billing, Connect, and Revenue Recognition APIs. Stripe’s automation surface centers on webhooks for payment state changes, disputes, and subscription lifecycle events.

Its API design supports idempotency keys, strong metadata propagation, and multiple integration patterns for payment pages, embedded flows, and direct API processing. For startups building internal tooling, Stripe also provides fraud controls and reporting data exports that plug into operations workflows.

Pros
  • +Webhook-driven event subscriptions keep internal systems synchronized
  • +Checkout and Payment Intents cover redirect and API-first payment models
  • +Idempotency keys reduce duplicate charges during retries
  • +Connect supports marketplace payouts with platform fee configuration
Cons
  • –Complex integration paths increase state management work for subscriptions
  • –Fraud tooling requires careful rules and monitoring to avoid false positives
  • –Fine-grained permissions require disciplined internal RBAC layering
  • –Higher-volume traffic needs explicit webhook throughput planning
Use scenarios
  • Retail sales operators

    Accept card payments in stores

    Unified online and in-person payments

  • Ecommerce teams

    Run hosted or embedded checkout

    A working online payment flow

Show 2 more scenarios
  • SaaS subscription teams

    Collect recurring charges and invoices

    More consistent subscription tracking

    Manage payment retries and track subscription state changes across invoices and payment events.

  • Finance and reconciliation teams

    Match settlements to internal ledgers

    Structured payment matching process

    Combine event data and settlement reports to reconcile payments, refunds, disputes, and settlements.

Best for: Fits when new businesses need API-first payments with webhook sync to internal operations.

#4

Figma

SMB

Collaborative interface design and prototyping tool.

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

Plugins can programmatically update Figma document content, enabling repeatable design transformations across large libraries.

Figma’s core strength is artifact-centric collaboration with file-level versioning, branching-like workflows through duplicates, and structured component libraries that keep UI consistent across teams. Collaboration is anchored by comments, mentions, and review flows that attach feedback directly to frames and components instead of using separate ticket threads. Extensibility includes APIs and plugin hooks that let teams automate repetitive edits, generate assets, and enforce internal design conventions. Access control is governed at the file and team level, which supports day-to-day collaboration without requiring a separate internal content platform.

Pros
  • +File and component versioning keeps UI decisions traceable across teams
  • +APIs and plugins support automation for asset generation and content edits
  • +Threaded comments attach feedback to exact frames and components
  • +Design system components reduce rework across screens and prototypes
Cons
  • –Automation and API coverage focus on design artifacts, not business workflow execution
  • –Governance is oriented to file collaboration, not enterprise directory provisioning depth
  • –Large libraries can slow complex documents and heavy plugin runs
  • –Operational reporting is limited compared with workflow-first business systems
Use scenarios
  • Product design teams

    Ship consistent UI from a design system

    Fewer UI regressions

  • Design ops teams

    Automate exports and spec generation

    Lower manual workload

Show 2 more scenarios
  • Engineering and design teams

    Run cross-functional interface reviews

    Faster iteration cycles

    Frame-level comments centralize feedback so signoff happens on the actual artifact.

  • Enterprise product orgs

    Coordinate collaboration across subsidiaries

    Reduced collaboration overhead

    Team and file access controls support controlled sharing of shared components and drafts.

Best for: Fits when product teams need shared, versioned UI artifacts with automation and review in one workflow.

#5

Airtable

SMB

Relational database platform combining spreadsheet simplicity with database power.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Scripting and automation work together on record events so custom logic can act on linked data.

Airtable is a startup business software built around flexible, spreadsheet-like interfaces that store records and relate them into a structured work system. It supports a visual grid and form views, which makes it practical for operational tracking without building a custom UI from scratch.

Pros
  • +Relational tables let teams model workflows with linked records and rollups.
  • +Automation rules can run on record changes to drive routing and status updates.
  • +Script and integration extensibility supports custom logic when automations fall short.
  • +API access enables bidirectional sync with internal tools and third-party services.
Cons
  • –Large automations can become hard to reason about without strict naming and documentation.
  • –Permission scoping for collaborators can require careful governance as workspaces expand.
Use scenarios
  • Small business sales teams

    Track clients, deals, and follow-ups

    Configurable client database

  • Business operations specialists

    Build internal record systems fast

    Tailored screens and relationships

Show 2 more scenarios
  • Operations teams

    Manage stage-based work items

    Visual process tracking

    Use structured cards with fields, attachments, and automation-driven status updates.

  • Shared services teams

    Route intake and approvals from forms

    Fewer manual status updates

    Collect requests through forms and move records through ownership and review steps with notifications.

Best for: Fits when teams need configurable record workflows with links, automations, and API sync.

#6

Gusto

SMB

Cloud-based payroll and benefits administration platform.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Employee onboarding ties job, pay, and benefits inputs to subsequent payroll processing inside the same operational flow.

Gusto combines payroll, benefits, and tax administration into one workflow for small employers, which reduces the need to coordinate separate HR and payments tools. The product centers on employee onboarding, recurring payroll runs, and worker payments, with expense capture tied to reimbursements.

Pros
  • +Payroll runs, tax filings, and worker payments share one workflow
  • +Onboarding captures employee details needed for payroll and benefits operations
  • +Expense capture supports reimbursement processing without manual spreadsheet work
  • +Admin controls cover key workforce changes through the pay cycle
Cons
  • –Limited automation surface for non-payroll back-office workflows
  • –Integration depth is narrower than ERP-grade systems for accounting sync
  • –API and extensibility are not oriented around custom approval pipelines
  • –Workflow configuration options are constrained for complex global payroll needs
Use scenarios
  • Small business finance admins

    Administer contractor payments with payroll

    Centralized worker payment administration

  • Payroll administrators

    Run recurring pay cycles

    Less manual payroll coordination

Show 2 more scenarios
  • Payroll tax teams

    Maintain recurring tax settings

    More organized tax operations

    Handle tax configuration and ongoing filing and year-end payroll administration with reporting.

  • HR and people managers

    Route approvals for pay changes

    Clearer status tracking

    Track approvals for deductions and profile updates that affect pay and worker records.

Best for: Fits when a startup wants payroll and basic onboarding automation in one governed workflow without building custom integrations.

#7

Rippling

SMB

Unified platform for HR, IT, and finance operations.

7.5/10
Overall
Features7.5/10
Ease of Use7.4/10
Value7.6/10
Standout feature

Rippling automates onboarding and offboarding across apps and devices based on role-driven rules tied to employee lifecycle events.

Rippling combines HR, IT, and finance administration into one operational layer with automated provisioning and offboarding for employees. The system connects identity and device workflows to policies so role changes can trigger access updates, software delivery, and account lifecycle actions.

Pros
  • +Automated employee lifecycle provisioning links HR events to app access and device setup.
  • +Extensible API and webhooks support event-driven integrations with internal systems.
  • +Centralized admin controls reduce duplicated configuration across HR, IT, and finance workflows.
  • +Audit-oriented activity tracking helps investigate changes across connected services.
Cons
  • –Advanced configurations require careful governance to avoid unintended access and account changes.
  • –Finance workflows can feel less customizable than specialized finance workflow tools.
  • –Deep app coverage depends on supported connectors and integration parity per tool.
  • –Complex policy stacks increase the time needed to validate changes in non-prod.
Use scenarios
  • IT and HR teams

    Provision access from role changes

    Faster access setup and removal

  • Distributed payroll teams

    Administer payroll taxes across locations

    Consistent tax data

Show 2 more scenarios
  • Workforce managers

    Carry approved time into payroll

    Less time and payroll reconciliation

    Capture time, route labor approvals, and use approved labor data for payroll calculations.

  • HR and people operations

    Run role-based onboarding tasks

    Repeatable onboarding process

    Collect documents and assign tasks for preboarding and first-day activities using role-based workflows.

Best for: Fits when an org needs one automation layer for onboarding, access, devices, and core workflows without separate admin stacks.

#8

BambooHR

SMB

Human resources information system for small and medium businesses.

7.1/10
Overall
Features7.1/10
Ease of Use7.2/10
Value7.0/10
Standout feature

BambooHR Onboarding sequences automate tasks and status tracking from offer acceptance through first-day completion.

BambooHR targets early-stage to mid-market HR operations that need employee records, time-off, and structured onboarding without building internal tooling. It provides configurable HR workflows for hiring, performance, and document management, with role-based access controls for HR, managers, and employees.

Pros
  • +Employee record fields and templates can be configured per company needs
  • +Manager-facing tools reduce HR back-and-forth on onboarding and approvals
  • +Lifecycle workflows cover hiring, onboarding, and performance in one HR data area
  • +Permission boundaries separate employee self-service from HR administration
Cons
  • –Some workforce workflows require configuration to match nonstandard hiring models
  • –Reporting depth lags tools that focus on analytics-centric HR dashboards
  • –Integration coverage for niche HR operations can depend on third-party connectors
  • –Advanced automation outside core lifecycle steps needs tighter internal process design
Use scenarios
  • Recruiters and hiring managers

    Track candidates through approval stages

    More traceable hiring workflows

  • People operations teams

    Maintain governed employee master data

    Consistent employee records

Show 2 more scenarios
  • HR teams and hiring managers

    Coordinate onboarding and offboarding

    Cleaner lifecycle task status

    Manage forms, tasks, approvals, and status changes tied to employee arrivals and departures.

  • HR and department managers

    Manage leave requests and balances

    Structured absence planning

    Collect time-off requests, route approvals, apply entitlement rules, and show leave balances and calendars.

Best for: Fits when an HR team needs lifecycle workflows, controlled access, and reliable integrations.

#9

Mixpanel

SMB

Product analytics platform for tracking user behavior.

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

Webhook event subscription that triggers external workflows from analytics events and computed results.

Mixpanel fits teams that need event-based product analytics plus tighter workflow automation than generic dashboards. Core capabilities include event tracking with funnels, cohorts, retention views, and dashboard widgets that drill down by dimensions.

Pros
  • +Event-based analytics with funnels, cohorts, and retention built for fast iteration
  • +Webhook delivery enables near-real-time analytics-driven workflows
  • +API access supports automation, data export, and external system synchronization
  • +Dashboard widgets support drill-down views for targeted troubleshooting
Cons
  • –Governance can require setup discipline to keep event taxonomy consistent
  • –Some advanced automation paths depend on external pipeline wiring
  • –High-cardinality event dimensions can increase query load and wait time
  • –Cross-team asset lifecycle control is less granular than dedicated admin suites
Use scenarios
  • Product managers

    Compare retention across cohorts

    Cohort engagement visibility

  • Customer experience teams

    Investigate funnel drop-offs

    More specific journey explanations

Show 2 more scenarios
  • Experimentation teams

    Measure outcomes after changes

    Behavioral evidence of impact

    Compare event-defined funnels, activation, and retention to validate improvements from product or UX updates.

  • Growth teams

    Track onboarding step performance

    Clearer activation bottlenecks

    Measure each onboarding step and identify where users fail to activate by user group.

Best for: Fits when product, growth, and engineering need event analytics with automation wiring to downstream systems.

#10

Pipedrive

SMB

Sales-focused customer relationship management software.

6.6/10
Overall
Features6.6/10
Ease of Use6.5/10
Value6.7/10
Standout feature

Activity automation that ties reminders, follow-ups, and deal stage changes to reduce missed steps in pipeline execution.

Pipedrive manages sales pipeline workflow by letting teams define stages, move deals, and trigger actions tied to deal status. It provides CRM-centric automation with custom fields, sequences, and activity rules that reduce manual follow-up.

Pros
  • +Deal stages and activity reminders keep pipeline execution aligned
  • +Automation rules reduce repetitive data entry across deal updates
  • +API and webhooks support pipeline event routing to other systems
  • +Flexible reporting focuses on pipeline movement and conversion points
Cons
  • –Workflow logic stays CRM-centric and can feel limited for complex approvals
  • –Automation troubleshooting can require careful review of rule triggers
Use scenarios
  • Inbound sales teams

    Move leads into qualification stages

    More structured lead handoff

  • Sales leaders

    Review pipeline and forecast health

    Visibility into pipeline health

Show 2 more scenarios
  • Sales operations teams

    Synchronize CRM data with other tools

    Sales data across tools

    Import records and use exports, APIs, or integrations to connect pipeline data across systems.

  • Sales managers

    Automate follow-up tasks by deal stage

    Fewer missed follow-up steps

    Configure rules that create tasks or update records when deals meet conditions in the pipeline.

Best for: Fits when sales teams need CRM pipeline automation with external system sync via API and webhooks.

Conclusion

After evaluating 10 startup business software, Vercel 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
Vercel

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 Startup Business Software

How do Stripe and Bill.com handle payment event state changes for internal tools?
Stripe pushes payment and subscription state changes through webhooks that include ids and lifecycle context suitable for internal systems. Bill.com typically focuses on workflow visibility and approvals, so it can lag behind Stripe’s event granularity unless webhook-driven automation is wired into the accounting flow.
Which tool pair is better for syncing structured business records across systems with an API?
Airtable supports a programmable data model with an API surface and webhook change events that make external sync a first-class workflow. Pipedrive also exposes an API and webhooks, but it centers around deals and pipeline stages rather than general record schemas.
When do webhooks in Mixpanel and Stripe stop being sufficient and require deeper workflow logic?
Mixpanel webhooks can trigger downstream actions from analytics events and computed results, but they do not model human approval steps for finance workflows. Stripe webhooks describe payment lifecycle changes, but finance systems like Bill.com still need an approval workflow layer to route invoices and releases.
What breaks if SSO provisioning is only partially implemented across apps in Rippling and BambooHR?
Rippling’s automation ties employee lifecycle state to access updates across connected apps, so incomplete provisioning can leave stale device or SaaS access after role changes. BambooHR’s role-based access controls and onboarding flows can still run, but identity drift across connected systems increases the risk of mismatched permissions and audit gaps.
Which setup is better for finance operations that require approval trails and structured payables handling?
Bill.com aligns with invoice-centric approvals and accounts payable workflows, where approvals and status history are the core data model. Stripe is built for payment orchestration and dispute lifecycle events, so it does not replace invoice workflow governance by itself.
How does data migration typically work when moving operational records into Airtable or Pipedrive?
Airtable and Pipedrive both support API-based record creation, so migration usually maps source fields into each platform’s data model and then replays updates via the API. Airtable migrations tend to handle linked record graphs more naturally, while Pipedrive migrations often require mapping custom fields to deal objects and pipeline stage rules.
Which platform supports clearer admin controls for role-based access to workflow content?
Rippling concentrates admin controls around connected apps and lifecycle-driven provisioning, which centralizes policy enforcement for onboarding and offboarding. Mixpanel provides workspace configuration and role-based access for analytics assets, which governs who can view and manage dashboards but does not govern HR or finance approvals.
What tradeoff exists between automation flexibility in Airtable and specialization in Gusto?
Airtable supports configurable record workflows plus scripting and automation that can adapt to unusual process steps. Gusto is specialized for payroll, benefits, and onboarding inputs, so it handles payroll-adjacent workflows deeply but does not aim to model every custom finance or HR edge case.
How should teams connect analytics outputs from Mixpanel to operational systems using APIs and event subscriptions?
Mixpanel can subscribe to webhook event notifications tied to analytics events and computed results, then send triggers to external automation endpoints. Stripe offers a webhook-driven pattern for payment lifecycle updates, which works well when the analytics result maps directly to payments actions in internal tooling.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Startup Business Software

What separates options for startup business software is how tightly they connect everyday workflows through API and automation, then how well their data model stays consistent as you grow. We prioritize automation and API surface along with data model clarity so you don’t patch your process later.

Automation and documented API surface

Why it matters

Automation and documented API surface determines whether you can remove manual handoffs between tasks, records, and approvals. If the automation is thin or poorly documented, you’ll build workarounds fast.

How to check

Ask for an example automation that updates multiple records in one workflow, then watch how triggers fire. In the demo, request the API docs and confirm you can create, update, and query the same objects via API.

Data model and extensible schema

Why it matters

Your data model and extensible schema affects reporting accuracy and future changes, especially when your categories and fields evolve. A rigid schema forces exports and re-entry later.

How to check

During the demo, check how you add a custom field and whether it appears in exports, reports, and search. Import a small sample dataset and verify types, required fields, and relationships stay intact.

Workflow depth for real approval paths

Why it matters

Workflow depth for real approval paths matters when startups need reviews, revisions, and exceptions without emails and spreadsheets. Shallow workflow tools leave gaps in who did what and when.

How to check

Create a workflow with at least one approval step and one conditional branch, then confirm states and assignees update correctly. Ask whether approvals can require specific fields before moving forward.

Admin controls and RBAC role design

Why it matters

Admin controls and RBAC role design determine whether teams can act safely without blocking each other. Good control depth reduces accidental edits while keeping momentum.

How to check

Have the admin/demo user set roles for two personas (viewer vs editor) and show what each can create, edit, or export. Ask how permissions affect both UI actions and API access.

Audit log for edits and access changes

Why it matters

Audit log for edits and access changes helps you reconstruct decisions when something goes wrong. If history is missing or too vague, you lose accountability.

How to check

Perform a small set of changes to a record and check what appears in audit history (who, what, and when). Then ask whether login or permission changes show up in the same trail.

Import/export and migration behavior

Why it matters

Import/export and migration behavior affects how quickly you can switch systems or consolidate tools. If imports are lossy or mapping is fragile, the first migration becomes a long project.

How to check

Bring a spreadsheet and test an import with a couple of relationships, then confirm the mapping you set remains correct after edits. Export the same objects and verify the exported structure matches what you expect to re-import.

Red flags

  • Automation examples only update one record at a time
  • Custom fields work in the UI but break exports or reports
  • Permissions differ between the app UI and the API

Fit by situation

  • If you plan to connect tools with custom logic, prioritize Automation and documented API surface.
  • If your fields and categories will change within the year, prioritize Data model and extensible schema.
  • If multiple roles review or approve records, prioritize Workflow depth for real approval paths.
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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