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Top 10 Best Scales Software of 2026

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Top 10 Best Scales Software of 2026

Top 10 best scales software options for weighing and labeling teams. This roundup compares features and tradeoffs using Bizerba, Sartorius, Avery Weigh-Tronix.

19 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

Scales software controls weighing workflows, label generation, and data capture from indicators and laboratory balances into business systems through integration, configuration, and automation. This comparison helps engineers and operators select between retail scale management like Scales Plus Cloud and regulated-lab or industrial platforms, balancing audit-ready data models, provisioning, RBAC, throughput, and integration patterns such as API and event messaging.

Bizerba is the best choice for teams that need trade-compliant weigh transactions to flow straight into ticketing and ERP posting because its workflow ties gross-tare net calculation outcomes to traceable ticket creation, while Sartorius is the alternative for regulated labs that care more about metrology-aware capture and calibration context than generic reporting.

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

Bizerba

Workflow orchestration that ties gross-tare net calculation outcomes to ticket creation and traceability records.

Best for: Fits when trade-compliant weigh transactions must flow from indicators into ticketing and ERP posting.

2

Sartorius

Editor pick

Metrology-aware measurement workflows that keep calibration and quality context aligned with captured weight events.

Best for: Fits when regulated weighing, calibration context, and role-controlled data handling matter more than generic reporting.

3

Avery Weigh-Tronix

Editor pick

Event-driven truck ticket generation and exception routing tied to weighment outcomes and configured capture points.

Best for: Fits when weighbridge ticketing and dispatch records must match regulated weighing operations.

Comparison Table

1
BizerbaBest overall
vertical specialist
9.4/10
Overall
2
enterprise
8.8/10
Overall
3
8.6/10
Overall
4
8.4/10
Overall
5
8.1/10
Overall
6
7.9/10
Overall
7
7.6/10
Overall
8
vertical specialist
7.2/10
Overall
9
6.8/10
Overall
10
6.7/10
Overall
#1

Bizerba

vertical specialist

Retail and industrial scale software for labeling, weighing, and checkout integration.

9.4/10
Overall
Features9.4/10
Ease of Use9.5/10
Value9.3/10
Standout feature

Workflow orchestration that ties gross-tare net calculation outcomes to ticket creation and traceability records.

Bizerba’s scales software fits sites that need a consistent weigh transaction record across terminals, controllers, and reporting backends. Connectivity and acquisition are typically centered on weight indicator protocol handling and serial weight acquisition into application workflows that can drive truck ticketing and label data for downstream systems.

A key tradeoff is that deeper legal-for-trade coverage and weighing accuracy controls require more commissioning work than general shop-floor weight logging. This setup pattern fits factories and logistics yards where operators must record every ticketed weight for inventory reconciliation and trace audits.

Pros
  • +Strong integration for legal-for-trade workflows tied to weighing events
  • +Configurable ticketing supports consistent gross-tare net posting
  • +Material traceability records stay attached to each weigh transaction
  • +Automation-ready batching steps for dosing controller sequences
Cons
  • –Commissioning effort rises when metrology and approval requirements apply
  • –Complex workflows need clear operator role definitions to avoid mistakes
  • –Integration projects can depend on specific indicator and PLC capabilities
  • –Extensibility requires tighter change control for production environments
Use scenarios
  • Logistics and yard operations

    Truck ticketing with consistent weigh capture

    Fewer weight mismatches

  • Manufacturing planning teams

    Batch dosing controller step tracking

    Repeatable batch execution

Show 2 more scenarios
  • Quality and traceability owners

    Material traceability from every weigh event

    Faster audit trace walks

    Weigh transaction metadata stays attached for trace audits and inventory reconciliation workflows.

  • Metrology-focused integrators

    Legal-for-trade certification aligned workflows

    Lower approval rework

    Operational tasks are structured around legal-for-trade requirements and certification behavior across terminals.

Best for: Fits when trade-compliant weigh transactions must flow from indicators into ticketing and ERP posting.

#2

Sartorius

enterprise

Laboratory balance software for data integrity, compliance, and workflow automation in regulated environments.

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

Metrology-aware measurement workflows that keep calibration and quality context aligned with captured weight events.

Sartorius sells software for industrial weighing and lab measurement workflows that centers on compliant data capture and device-to-system connectivity. It supports scale integration with standard industrial interfaces so weight readings and calibration context can reach downstream systems consistently.

Control features include role-based administration, configuration of measurement workflows, and audit-oriented handling of changes across environments. For operators who need metrology-aware reporting, Sartorius software can align weight events with quality records and traceability requirements.

Pros
  • +Metrology-centric measurement capture designed for controlled weighing workflows
  • +Device connectivity supports common industrial integration patterns for weight data ingestion
  • +Administrative controls include roles and change handling suited to regulated use cases
  • +Workflow configuration supports repeatable reporting from scale events
Cons
  • –Deep configuration can slow rollout without dedicated commissioning time
  • –Higher integration depth increases dependency on system integration resources
  • –Advanced governance needs careful environment separation to avoid configuration drift
Use scenarios
  • Quality and metrology teams

    Link weight events to quality records

    Audit-ready trace records

  • Industrial integration engineers

    Route scale data into MES systems

    Consistent device-to-system data

Show 1 more scenario
  • Plant administrators

    Control workflow changes with roles

    Reduced unauthorized changes

    Uses role-based administration and environment-aware configuration changes to manage who can alter measurement workflows.

Best for: Fits when regulated weighing, calibration context, and role-controlled data handling matter more than generic reporting.

#3

Avery Weigh-Tronix

enterprise

Industrial weighing software for truck scales, process weighing, and automated data collection.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Event-driven truck ticket generation and exception routing tied to weighment outcomes and configured capture points.

Avery Weigh-Tronix provides software for weighbridge and ticketing workflows that pair with weighing hardware and remote weight acquisition. Core capabilities include legal-for-trade oriented ticket generation, scale data capture, and integration paths for warehouse and dispatch systems.

Configuration supports operational controls for gross and tare handling, including checkweighing and exception flows. Automation focus centers on repeatable form logic tied to scale events rather than manual data entry.

Pros
  • +Weighbridge ticket workflow built around scale event capture
  • +Supports gross and tare handling for repeatable dispatch records
  • +Integration options for typical ERP material posting paths
  • +Designed for legal-for-trade aligned operations with certification workflows
Cons
  • –Most automation depends on site-specific integration work
  • –Limited visibility features compared with modern sensor telemetry dashboards
  • –Tuning calibration-linked behavior requires strong process discipline
  • –Extensibility often relies on connector capability rather than custom scripting
Use scenarios
  • Weighbridge operations teams

    Generate legal-for-trade tickets automatically

    Faster ticket issuance

  • Warehouse dispatch teams

    Post gross and tare to inventory

    Cleaner weighbridge posting

Show 1 more scenario
  • Logistics process owners

    Handle checkweigh and exceptions

    Fewer mis-weigh cases

    Runs checkweighing and exception flows using repeatable form logic tied to weight events.

Best for: Fits when weighbridge ticketing and dispatch records must match regulated weighing operations.

#4

Rice Lake Weighing Systems

enterprise

Industrial scale software including ScaleBoss for weight data collection and indicator configuration.

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

Weigh event workflows that couple operator transactions with indicator connectivity choices for consistent ticketing and batching.

Rice Lake Weighing Systems software targets production and logistics sites that need captured weights to become consistent records through truck ticketing and batching sequences. The integration surface is oriented around weight indicators and industrial controllers, which supports serial weight acquisition and field wiring realities rather than treating weight data as a generic stream. Configuration work typically includes mapping scale channels, defining transaction fields for tickets, and aligning interface parameters with the connected indicator.

Pros
  • +Operational ticket and batching workflows map cleanly to weigh events
  • +Integration is built around indicator and controller connectivity patterns
  • +Metrology-oriented configuration supports legal-for-trade environments
  • +Automation-friendly transaction handling reduces operator transcription errors
Cons
  • –API-first integrations for cloud architectures are less central than device connectivity
  • –Commissioning effort rises when indicator protocols need careful parameter alignment
Use scenarios
  • Weighbridge operations teams

    Truck ticketing with indicator-driven records

    Fewer data entry mistakes

  • Batching engineering teams

    Gain-in-weight batching workflows

    More repeatable batch outcomes

Show 1 more scenario
  • Plant integration engineers

    PLC-connected weight acquisition

    Higher throughput during operations

    Links scale interfaces to control systems so weight readings drive process decisions and records.

Best for: Fits when industrial sites need device-driven weigh event workflows with legal-for-trade configuration discipline.

#5

Scales Plus Cloud

SMB

Retail scale management software for product data, label formats, and multi-store scale synchronization.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Legal-for-trade readiness tracking ties approval state to each transaction so ticket outputs stay consistent across corrections.

Scales Plus Cloud focuses on end-to-end weigh capture, from indicator or PLC read events to transaction creation and operator-facing ticket outputs. It includes configuration for gross-tare net calculation workflows and supports legal-for-trade certification flows through stored approval states. The audit trail records who confirmed, who corrected, and when transactions changed, which helps governance during dispute handling.

Pros
  • +Workflow state machine reduces manual rework across weigh capture and approvals
  • +Audit trail ties operator actions to transaction corrections and ticket revisions
  • +Configurable validation rules catch missing weights and mismatched tare references
  • +Integration patterns support serial device events and downstream posting triggers
Cons
  • –Complex multi-weighpoint rollouts need disciplined mapping and role configuration
  • –Exception handling requires upfront definition of correction paths and statuses
  • –Throughput tuning depends on how device polling and batching intervals are set
Use scenarios
  • Weighbridge operators

    Truck ticketing with correction approvals

    Fewer disputes during billing cycles

  • Plant engineering teams

    Serial device integration into workflows

    Faster commission to production

Show 2 more scenarios
  • Compliance and metrology admins

    Calibration and approval status governance

    Clear evidence for internal checks

    Calibration and approval signals gate transaction acceptance and maintain an audit history.

  • ERP integration owners

    Material posting from weigh transactions

    Lower reconciliation effort

    Completed and approved transactions are prepared for ERP posting with deterministic identifiers.

Best for: Fits when weighbridges require controlled legal-for-trade workflows and reliable transaction reconciliation.

#6

OHAUS

SMB

Balance and scale software for data logging, statistical analysis, and laboratory workflow integration.

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

Indicator-centric integration that routes live weight readings through configurable instrument interfaces for host-controlled workflows.

OHAUS is a weigh-scale hardware company, not a software scales workflow system, so it does not present a dedicated scales software automation stack for truck ticketing or weighbridge control. Its software presence is primarily tied to device configuration, data capture, and instrument integration for compatible OHAUS indicators and related peripherals.

Pros
  • +Common serial weight acquisition via supported weight indicator interfaces
  • +Device-focused configuration workflow aligns with instrument commissioning needs
  • +Instrumentation integration suits environments that already run PLC logic and tickets
  • +Consistent measurement source reduces variability when managed by the host system
Cons
  • –Limited native software automation for weighbridge or truck ticketing workflows
  • –API surface for end-to-end batching and formulation orchestration is not central
  • –Extensibility for custom rejection and audit trails is not a primary focus
  • –Requires external systems for inventory reconciliation and ERP material posting
Use scenarios
  • Systems engineers

    Verify indicator weight data endpoints

    Known integration behavior

  • Manufacturing engineering teams

    Configure measurement device communication

    Predictable upstream measurement feed

Best for: Fits when an existing PLC or MES already handles tickets, and OHAUS is the measurement endpoint.

#7

KERN BalanceConnection

SMB

KERN BalanceConnection transfers balance readings to computers and business applications for documentation.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Indicator-focused weight mapping for automated weigh-event capture from KERN devices to external systems.

KERN BalanceConnection connects KERN weighing indicators and balances to a software environment for automated weight capture and downstream processing. The product focuses on serial and networked weight acquisition so systems can record gross or net values without manual transcription.

Pros
  • +Designed around weight data acquisition from KERN indicators and balances
  • +Supports automation-friendly serial weight capture for continuous operations
  • +Provides configuration that maps live readings into usable output fields
  • +Works well for traceable weigh-events that feed downstream systems
Cons
  • –Integration depth is narrower than general-purpose IIoT ingestion tools
  • –Advanced governance features like RBAC and audit log are not the focus
  • –On-site commissioning still depends on correct indicator settings and cabling
  • –Throughput tuning requires careful validation for high-frequency weigh cycles
Use scenarios
  • Truck weighing teams

    Automate gross and net capture

    No transcription errors

  • Inventory control teams

    Reconcile batch weights with systems

    Consistent stock records

Show 1 more scenario
  • Warehouse operations supervisors

    Validate live data before loading

    Lower rejected shipments

    Supports operator validation of live data before weighbridge operations commit load transactions.

Best for: Fits when weighing hardware is KERN-led and weight events must flow into existing MES or ERP data pipelines.

#8

RADWAG E2R

vertical specialist

RADWAG E2R manages industrial weighing data, recipes, operators, products, and production records.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

Equipment-oriented calibration and diagnostic integration that keeps legal-for-trade measurement chains stable during commissioning and maintenance.

RADWAG E2R manages industrial weighing workflows from automation-grade terminals to higher-level applications, with emphasis on legal-for-trade certification workflows and stable data acquisition from indicators. The software is built to capture serial weight readings, drive multi-stage processes like batching and formulation, and support load cell and indicator communication patterns used on weighbridges and production scales.

Pros
  • +Supports serial weight acquisition workflows for indicator-to-PC recording
  • +Batching and formulation logic fit weighbridge and production dosing processes
  • +Calibration and diagnostics flows align with commissioning and maintenance
  • +Equipment configuration is designed around weighing hardware constraints
Cons
  • –Integration scope centers on RADWAG device stacks versus vendor-neutral peripherals
  • –Custom automation often requires careful mapping between PLC tags and E2R points
  • –Extensibility options can be limiting for bespoke transport and ERP posting formats
  • –Higher throughput deployments need disciplined configuration of polling and buffering
Use scenarios
  • Batching and formulation teams

    Run multi-stage batching workflows

    More consistent recipes

  • Weighbridge automation engineers

    Integrate indicators with PLC control

    Reduced commissioning issues

Show 1 more scenario
  • Quality and compliance teams

    Manage legal-for-trade certification workflows

    Lower downtime during checks

    Supports legal-for-trade certification and diagnostic flows tied to calibration events.

Best for: Fits when a plant standardizes on RADWAG weighing hardware and needs controlled batch or weighbridge workflows.

#9

Minebea Intec SPC@Enterprise

enterprise

SPC@Enterprise collects and analyzes weighing, filling, and quality-control data across production sites.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Weighing SPC analysis connected to calibration and measurement history for traceable process control.

Minebea Intec SPC@Enterprise is positioned for scale and weighing data control across plants that need standardization of procedures and records. It focuses on statistical process control tied to weighing systems, including calibration-related workflows and traceable measurement histories.

Pros
  • +Statistical process control workflows tied to weighing measurement records
  • +Traceable calibration and measurement history for compliance-oriented environments
  • +Plant-level standardization of weighing procedures and data handling
  • +Integration options for industrial automation weight data sources
Cons
  • –Good outcomes depend on disciplined data capture and calibration governance
  • –Advanced workflows require careful configuration of measurement definitions
  • –Limited fit for shops that only need basic ticketing without SPC
  • –Integration effort varies by weighing hardware and indicator protocol support
Use scenarios
  • Plant quality managers

    Apply SPC routines to weighing data

    Earlier process deviation detection

  • Calibration and metrology teams

    Maintain traceable calibration histories

    Stronger measurement traceability

Show 1 more scenario
  • Process standardization leads

    Standardize weighing procedures across sites

    Consistent cross-plant records

    Uses integrations and configuration to align SPC and record-keeping with internal legal-for-trade documentation needs.

Best for: Fits when manufacturers need SPC governance over weighing measurements across multiple sites.

#10

Cardinal Scale Manufacturing

SMB

Scale software for weight indicators, truck scale ticketing, and data transmission.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Ticket-to-inventory workflow configuration that ties weight capture to subsequent transaction states for consistent posting-ready records.

Cardinal Scale Manufacturing provides software tied to weighing and material control hardware, with a focus on configuring scale operations rather than generic asset tracking. Its capability set centers on truck ticketing and inventory movements, which supports end-to-end workflows from weight capture to posting-ready records.

Pros
  • +Weighbridge-centric workflow configuration supports truck ticketing and record completion
  • +Hardware-first design reduces gaps between weighing capture and downstream postings
  • +Operational rules fit material control use cases that require consistent transaction sequencing
  • +Device communication patterns are aligned to common scale indicator and integration scenarios
Cons
  • –Integration depth depends on selecting supported device and indicator configurations
  • –Automation and API extensibility are less transparent than code-first integrations
  • –Workflow customization can require vendor-aligned process modeling rather than free-form mapping
  • –Governance controls like audit log granularity and RBAC roles are not clearly documented
Use scenarios
  • Weighbridge engineering teams

    Standardize workflow behavior for tickets

    Fewer operational workflow exceptions

  • Inventory operations teams

    Post inventory movements from weigh events

    More accurate material movements

Show 1 more scenario
  • Production control coordinators

    Coordinate batching style material control

    Cleaner production material accounting

    Supports operational configuration for batching-like weighing processes that depend on legal-for-trade style records.

Best for: Fits when weighbridge and inventory transactions need hardware-aligned workflow control without extensive custom engineering.

Conclusion

After evaluating 10 scales software, Bizerba 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
Bizerba

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 Scales Software

How does Scales Plus Cloud handle PLC connectivity and serial weight acquisition for weighbridge workflows?
Scales Plus Cloud supports PLC and field-instrument connectivity patterns for serial weight acquisition. The software uses validation rules and workflow states to route truck tickets through gross-tare net calculation and exceptions management.
Which tool ties metrological readiness to each transaction output for legal-for-trade workflows?
Scales Plus Cloud tracks legal-for-trade readiness state as a metrological event signal and links that approval state to each transaction. Avery Weigh-Tronix also generates legal-for-trade oriented tickets, but it focuses more on event-driven capture points and exception routing.
When teams need gross-tare net outcomes to be reflected in ticket creation and traceability records, which software fits best?
Bizerba orchestrates steps so gross-tare net calculation outcomes drive ticket creation and material traceability records. Cardinal Scale Manufacturing instead emphasizes ticket-to-inventory workflow configuration that keeps posting-ready record states aligned with weight capture.
What breaks if weight data mappings are inconsistent between indicator output and the expected message format?
KERN BalanceConnection can fail to capture automated weigh events when indicator output does not match the mapped message format that downstream systems expect. Avery Weigh-Tronix relies on repeatable form logic tied to configured capture points, so inconsistent mapping tends to create mismatched truck ticket records.
How do Sartorius and Minebea Intec SPC@Enterprise differ in administrative controls for regulated environments?
Sartorius provides role-based administration and configuration of measurement workflows, with audit-oriented handling of changes across environments. Minebea Intec SPC@Enterprise focuses on standardizing procedures and records across plants using statistical process control connected to calibration and measurement history.
How does OHAUS function in a software-led architecture when the PLC or MES already owns ticketing?
OHAUS does not provide a dedicated truck ticketing automation stack, so it typically acts as an upstream measurement endpoint. The practical integration task centers on configuring indicator data capture and exposing compatible instrument integration endpoints for host-controlled workflows.
Where does RADWAG E2R fall short if a site needs heavy operator form automation beyond equipment configuration?
RADWAG E2R prioritizes engineering configuration of equipment parameters and stable indicator communication, so it can be less suited to sites that require extensive operator form automation driven by non-equipment workflow logic. Avery Weigh-Tronix focuses more on repeatable form logic tied to scale events and configured capture points.
Which software is better aligned for dynamic weighing and batching control when PLC fieldbus connectivity is already part of the control plane?
RADWAG E2R is designed for stable data acquisition from indicators with PLC-side control using fieldbus-oriented connectivity. Bizerba also supports PLC and indicator connectivity patterns, but it emphasizes orchestrating dosing controller steps and traceability tied to weigh events.
How does data migration typically affect configuration-driven ticketing and workflow routing between environments?
Sartorius uses role-controlled configuration and audit-oriented change handling, so migrations usually require preserving measurement workflow configuration and change history alignment. Scales Plus Cloud routes truck tickets through workflow states, so migrations must retain validation rules and legal-for-trade readiness state handling to keep gross-tare net and exceptions consistent.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Scales Software

We separate scales software by what it does with measured weights once they land in the app—especially around data handling and automation. Pay most attention to the data capture and edit history you can inspect during a live workflow.

Weight data capture workflow

Why it matters

Weight data capture workflow decides how reliably your app turns scale readings into usable records for labels, logs, and audits. If the workflow breaks on common operator steps, everything downstream becomes messy.

How to check

Run a demo using sample tickets or readings and ask the rep to show how a new entry appears, updates, and saves. Verify you can reproduce the same record fields across multiple sessions without manual reformatting.

Edit history and audit log

Why it matters

Edit history and audit log matters because weighing operators correct values, and you still need traceability. Strong history reduces disputes about what was measured versus what was changed.

How to check

Create a record, edit the weight, then view the audit trail. Ask whether the log captures who changed what and whether it stores before/after values.

Throughput during batch weighing

Why it matters

Throughput during batch weighing shows whether the app keeps up when you run repeated weighments back-to-back. If it lags, operators start skipping steps or re-entering data.

How to check

In the demo, perform rapid successive weighments (e.g., a short burst of entries) and watch if timestamps and record totals stay consistent. Confirm whether the UI remains responsive while records commit.

Automation and API surface

Why it matters

Automation and API surface affects how much of your process can be driven without manual clicks, especially when multiple stations or tools push data. Better extensibility shortens the path from weight to action.

How to check

Ask to see API endpoints or webhooks for creating and updating weigh records, and check for authentication and request/response examples. Confirm if there’s a documented sandbox or sample payloads you can run.

Master data for items and sites

Why it matters

Master data for items and sites keeps weighments accurate when you switch products, lots, or locations. Weak management leads to inconsistent naming and incorrect joins in reports.

How to check

In a demo file or UI, set up a few items and sites, then create weigh records using those selections. Verify you can validate required fields and that updates to masters reflect predictably in existing records.

Import/export mapping controls

Why it matters

Import/export mapping controls determine whether you can correct migrations, reconcile files, or export reports without guesswork. Poor mapping causes missing columns or swapped fields across systems.

How to check

Ask the demo team to show an export that includes key fields you care about, then import it back into a test workspace. Confirm you can map columns explicitly and handle renamed fields or extra columns.

Red flags

  • Weight records save without a visible edit trail
  • Batch weighments produce missing or duplicate entries
  • Exports omit key fields you used during entry

Fit by situation

  • If operators need frequent corrections, prioritize edit history and audit log.
  • If you run repeated weighments with minimal gaps, prioritize throughput during batch weighing.
  • If data must drive other workflows with minimal clicking, prioritize automation and API surface.
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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