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Data Science AnalyticsTop 9 Best Lcr Meter Software of 2026
Compare lcr meter software options for LCR measurements, outlining features and tradeoffs for lab and test engineers choosing tools.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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B&K Precision LCR Meter Software is the best pick for labs using compatible B&K meters because its integrated PC workspace pairs live control with plotted readings and saved measurement records, whereas PyVISA wins for Python teams that need a consistent VISA session interface across USB, GPIB, and LAN for custom LCR test scripts.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
B&K Precision LCR Meter Software
B&K Precision’s integrated PC workspace combines live meter control, plotted readings, and stored measurement records.
Best for: Fits when laboratories need direct PC control, graphing, and recorded measurements from compatible B&K Precision LCR meters.
PyVISA
Editor pickA uniform ResourceManager and instrument session interface that routes commands through VISA drivers across multiple connection types.
Best for: Fits when teams need Python-driven instrument control for custom LCR test scripts and data capture.
Instrument Control Toolbox
Editor pickInstrument objects that let test scripts send SCPI commands and manage live sessions through reusable connection logic.
Best for: Fits when labs run scripted LCR test workflows in MATLAB and need instrument control integration.
Comparison Table
B&K Precision LCR Meter Software
vertical specialistB&K Precision PC software connects supported LCR meters to computers for remote control and data handling.
B&K Precision’s integrated PC workspace combines live meter control, plotted readings, and stored measurement records.
Engineering teams can connect compatible B&K Precision LCR meters to a computer, view live readings, record measurement runs, and inspect plotted results. The software supports practical analysis of resistance, capacitance, inductance, phase, quality factor, and dissipation factor when the connected meter exposes those functions. Stored readings provide a usable record for component evaluation and repeatability checks.
The application fits bench testing, incoming inspection, and production verification where operators already use B&K Precision hardware. Its tradeoff is limited interoperability because workflows depend on supported B&K Precision meter models and the software does not replace a general instrument automation framework.
- +Live measurement display reduces manual transcription during bench testing
- +Graphing supports visual comparison across component measurements
- +Data logging preserves readings for later review
- +Works directly with compatible B&K Precision LCR meters
- –Compatibility is limited to supported B&K Precision instruments
- –No vendor-neutral instrument abstraction is provided
- –Advanced automation depends on the connected meter’s capabilities
- –Desktop workflows require a physical instrument connection
Component engineering teams
Comparing parts across test conditions
Faster component characterization
Incoming quality inspectors
Recording received component measurements
Fewer transcription errors
Show 1 more scenario
Production test operators
Checking component limits at benches
Consistent bench verification
Operators view live readings and retain test records while using connected B&K Precision hardware.
Best for: Fits when laboratories need direct PC control, graphing, and recorded measurements from compatible B&K Precision LCR meters.
PyVISA
API-firstPyVISA provides Python access to VISA-compatible LCR meters over USB, GPIB, Ethernet, and serial links.
A uniform ResourceManager and instrument session interface that routes commands through VISA drivers across multiple connection types.
PyVISA is a Python library that standardizes control of bench instruments using VISA backends for SCPI and other instrument command styles. It provides a thin, scriptable API for opening sessions, configuring instruments, and running command and query cycles over GPIB, USB, and LAN.
PyVISA also enables programmatic polling and data capture paths through reads, writes, and streaming-friendly patterns, which suits custom LCR measurement scripts. It does not implement an LCR-specific measurement workflow or a prebuilt LCR data model, so users build those behaviors around the VISA session API.
- +Consistent VISA session API across GPIB, USB, and LAN instruments
- +Direct SCPI command writes and queries with low abstraction overhead
- +Python-native loops support custom sweep and capture logic
- +Works with existing VISA drivers rather than replacing them
- –No built-in LCR measurement workflow, limits, or binning logic
- –Throughput depends on script design and instrument read strategies
- –Error handling requires custom handling for timeouts and protocol issues
- –Requires installing and configuring VISA drivers outside the library
Test engineers automating fixtures
Run SCPI LCR routines in Python
Repeatable measurements across benches
Lab researchers building custom tooling
Collect impedance data via VISA polling
Flexible data ingestion pipeline
Show 2 more scenarios
QA analysts validating production units
Integrate LCR checks into test scripts
Consistent pass fail automation
PyVISA standardizes connection handling for GPIB, USB, and LAN instruments during scripted LCR verification.
Automation developers maintaining instrument stacks
Create a generic LCR control layer
Lower integration maintenance effort
A thin VISA API enables a reusable command wrapper for multiple LCR models and firmware variants.
Best for: Fits when teams need Python-driven instrument control for custom LCR test scripts and data capture.
Instrument Control Toolbox
enterpriseInstrument Control Toolbox connects MATLAB applications to LCR meters through VISA and SCPI interfaces.
Instrument objects that let test scripts send SCPI commands and manage live sessions through reusable connection logic.
Instrument Control Toolbox is MathWorks software for driving LCR and impedance instruments through standard transport layers while keeping measurement control code in MATLAB. It provides instrument objects, SCPI command building, and parsing utilities that map measurement workflows like frequency sweeps into repeatable scripts.
Data handling centers on MATLAB arrays and table-like structures, so measurement results flow directly into logging, plotting, and downstream analysis without CSV-only handoffs. Automation and integration are practical because instrument sessions can be scripted, configured, and reused across test sequences.
- +MATLAB-native instrument scripting for measurement sequences and repeatability
- +SCPI command support with instrument object sessions
- +Direct conversion of readouts into MATLAB arrays for analysis
- +Works with multiple physical transports using the same instrument API
- –No built-in LCR-specific measurement engine or compensation routines
- –SCPI parsing and data logging require custom configuration per instrument
- –Fewer GUI-based test-management features than dedicated LCR packages
- –Long test runs can be slowed by MATLAB-side polling if misconfigured
Manufacturing test engineers
Script LCR measurements across production lots
Higher throughput test automation
R&D signal integrity teams
Automate impedance characterization for new designs
Faster iteration on prototypes
Show 2 more scenarios
Lab automation developers
Integrate multiple instruments into MATLAB workflows
Less brittle instrument integration
Session reuse and transport-layer configuration simplify coordinated measurements with consistent command building.
Calibration and metrology staff
Run repeatable LCR checks and logging
Improved traceability of results
Measurement parsing maps instrument outputs into structured logs for traceable measurement records.
Best for: Fits when labs run scripted LCR test workflows in MATLAB and need instrument control integration.
LabVIEW
enterpriseLabVIEW builds measurement applications for LCR meters through VISA, SCPI, and vendor instrument drivers.
Graphical test station development using NI instrument drivers plus reusable measurement VIs for repeatable LCR runs.
LabVIEW is a dataflow programming environment from ni.com that can act as LCR meter control software when paired with NI instrument interfaces. It supports automated test sequencing, open-loop front-end UI building, and measurement control loops that can include calibration steps and fixture compensation.
- +Custom test sequencing via graphical dataflow and state machines
- +Strong automation hooks through NI instrument drivers and I/O control
- +Repeatable measurement workflows built around operator UIs and scripts
- +Flexible data logging for sweep results and computed metrics
- –Long-term maintainability depends on disciplined VI architecture
- –Curve analysis often requires custom math blocks and validation
- –Integration effort rises when instruments use non-NI control paths
- –LCR-specific workflows need extra development for pass fail logic
Laboratory automation teams
Operator apps for LCR test stations
Repeatable LCR measurements documented
Manufacturing and test engineers
Automated pass-fail limits for components
Faster hardware testing with records
Show 2 more scenarios
Controls and instrumentation engineers
Real-time impedance control loops
More consistent sensor and impedance data
Implement buffered sampling and deterministic loops around impedance measurements for stable, repeatable control.
Power electronics validation teams
Regression testing for impedance behavior
Clear evidence across test batches
Run rail sequencing and transient checks while capturing LCR results for comparative analysis across runs.
Best for: Fits when manufacturing or R&D teams need programmable measurement stations tied to NI instrument control.
GW Instek LCR Meter Software
vertical specialistPC-based measurement and data logging software for GW Instek LCR meters.
Built-in test sequencing that turns instrument sweeps into repeatable production-style runs with consistent capture settings.
GW Instek LCR Meter Software centralizes impedance measurement workflows for inductance measurement, capacitance measurement, and resistance measurement tasks. It pairs measurement capture with frequency sweep control and automated test sequences for structured production runs.
- +Frequency sweep setup supports repeatable measurement campaigns
- +Automated test sequencing reduces manual run-to-run variation
- +Exported measurement datasets support offline analysis and archiving
- +Instrument control works over USB and LAN
- –Curve analysis depth is limited compared with dedicated curve toolchains
- –SCPI command set access is not exposed for full custom control
Production test engineers
Automating LCR measurements across devices
Consistent pass fail decisions
QA and incoming inspection
Batch checking inductors, capacitors, resistors
Reduced inspection variability
Show 2 more scenarios
R&D lab technicians
Characterizing components over frequency sweeps
Clear device behavior profiles
Controls sweep settings and captures impedance data for component comparisons and documentation.
Test data analysts
Exporting results for analysis
Faster reporting and traceability
File-based exports support downstream processing and traceable records for measurement audits.
Best for: Fits when labs need guided LCR measurement runs with sweep automation and exportable results.
Keysight BenchVue LCR Meter Control and Analysis App
enterpriseBenchVue controls compatible Keysight LCR meters and records measurement data on a computer.
Workbench-style guided LCR measurement setup that ties instrument reads directly to plots and logged results.
BenchVue LCR Meter Control and Analysis App focuses on measurement control for LCR instruments and on shaping measurement outputs into analysis-ready tables and plots. It provides measurement sequencing controls that fit interactive testing, including selecting sweep or single-point operations and applying instrument settings per run. Export for measurement logs and subsequent curve review supports repeatability when multiple devices and settings are compared.
- +Integrated control and interpretation reduces handoffs between acquisition and analysis
- +GUI-driven measurement sequencing supports repeatable bench test runs
- +Result logging and exports support offline review and dataset comparison
- +Fits Keysight instrument workflows without custom control scaffolding
- –Production orchestration and governance controls are not as explicit as test executive tools
- –Advanced automation and API-first integration depth is limited versus software suites
- –Deep data model controls for large multi-site programs are harder to centralize
- –Curve analysis options can feel bounded by the app’s guided UI
Lab engineers
Run impedance characterization on assemblies
Faster device evaluation
Quality technicians
Perform quick pass fail checks
Consistent verification workflow
Show 2 more scenarios
Test engineers
Capture sweep datasets for analysis
More repeatable characterization
Run frequency-oriented measurements, then export logs to support offline curve review.
Automation programmers
Drive LCR instruments from scripts
Less glue code
Trigger measurements through remote instrument control paths and review results in BenchVue views.
Best for: Fits when engineering teams need bench LCR control plus analysis in one workflow.
Chroma LCR Meter Test Software
vertical specialistPC-based control and data acquisition software for Chroma LCR meter instruments.
Dedicated Windows control and curve display for Chroma LCR meter measurement workflows.
Chroma LCR Meter Test Software connects Chroma bench LCR meters to a Windows workstation instead of acting as a vendor-neutral instrument hub. It configures measurements, captures readings, and presents plotted component curves for review.
- +Dedicated Windows connectivity for Chroma LCR meter families
- +Plots measurement curves for component behavior analysis
- +Supports repeatable setups for recurring laboratory measurements
- +Pass/fail testing supports production screening workflows
- –Limited usefulness with non-Chroma instruments
- –Less suitable for multi-vendor instrument orchestration
- –Advanced automation depends on the connected meter model
- –Analysis depth is narrower than specialist engineering data tools
Incoming test engineers
Automate LCR checks during part validation
Faster, consistent acceptance screening
Production test technicians
Run frequency sweeps with limit checks
Higher pass rates, fewer reworks
Show 2 more scenarios
R&D characterization teams
Plot component curves from captured data
Clearer device behavior analysis
Records readings and generates component plots to support model fitting and design verification.
Lab automation leads
Standardize measurement sequences across workstations
Improved traceability across trials
Reuses measurement configurations and logs data for traceable comparison across repeated runs.
Best for: Fits when Chroma meter users need desktop measurement capture, curve review, and repeatable component screening.
Peardrop LCRmeter
vertical specialistThird-party GUI for controlling common LCR meters via GPIB, USB, or RS232 with frequency, AC level, and DC bias sweep capabilities.
Run-scoped measurement logging that keeps instrument outputs organized for limit checking and export.
Peardrop LCRmeter software runs impedance measurement workflows for inductance, capacitance, and resistance using connected LCR hardware and then logs results for downstream analysis. It focuses on measurement sequencing, limit checks, and data export so test runs can be reviewed and compared across components and conditions.
- +Measurement session workflow keeps results tied to each test run
- +Limit checks help enforce pass fail screening during logging
- +Export formats support moving logged data into spreadsheets for review
- +Instrument control supports common bench-style test setups
- –Curve analysis depth depends on the attached instrument and control driver
- –Automation and API integration are limited for external orchestration
- –Governance controls like RBAC and audit logs are not a core focus
- –Throughput is better suited for bench use than high-volume production
Lab engineers testing components
Run repeatable LCR sweeps on parts
Consistent datasets for evaluation
Quality analysts verifying limits
Check inductance and capacitance tolerances
Faster pass or fail decisions
Show 2 more scenarios
R&D teams characterizing prototypes
Measure resistance drift after conditioning
Clear before-after component trends
Repeat session workflows support tracking changes in logged measurements after controlled stimulus cycles.
Metrology staff documenting calibration
Record LCR results with exports
Audit-ready measurement records
Exports and structured run logs help document measurement conditions for review and downstream analysis.
Best for: Fits when labs need repeatable, logged LCR measurements with basic pass fail and exports for review.
R&S LCX Sweep Tool
enterprisePC-based software for controlling R&S LCX100 and LCX200 LCR meters with sweep configuration and Nyquist chart visualization.
LCX Sweep Tool ties sweep execution to parameter extraction and limit evaluation in a single run workflow.
R&S LCX Sweep Tool is built around sweep execution with controlled measurement settings and repeatable data logging for impedance-related results. The workflow is oriented toward producing a consistent dataset across many parts, which fits component qualification and binning runs. Instrument connectivity is practical for lab automation because the tool aligns with instrument command control patterns used by Rohde and Schwarz systems.
- +Sweep workflow keeps measurement settings consistent across large runs
- +Pass or fail limits integrate into the measurement sequence
- +Exports measurement results in files suited for later curve review
- +Rohde and Schwarz control alignment reduces instrument-specific friction
- –Analysis steps outside the sweep extraction flow need manual handling
- –Instrument setup changes can require re-validating the sweep profile
- –Automation depends on the same instrument connectivity patterns
- –Less suited for custom experiments that do not fit sweep templates
QA test engineers
Run binning sweeps with limits
Fewer retests and faster lot release
Production engineering teams
Sequence standardized measurement profiles
Higher throughput per workstation
Show 1 more scenario
Lab automation developers
Integrate instrument control into runs
More consistent test coverage
Instrument command control patterns support automated sweep execution without manual steps.
Best for: Fits when production labs need repeatable impedance sweeps with standardized logging and limit checks.
Conclusion
After evaluating 9 lcr meter software, B&K Precision LCR Meter Software 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 Lcr Meter Software
LCR meter software is typically judged on how tightly it connects instrument control to logging, sweep execution, and curve or limit evaluation during component measurement runs. This guide covers R&S LCX Sweep Tool, Vernier LCR workflows, SpectraSuite, and other LCR-focused control options including B&K Precision LCR Meter Software, Keysight BenchVue, GW Instek LCR Meter Software, Chroma LCR Meter Test Software, LabVIEW, Instrument Control Toolbox, PyVISA, and Peardrop LCRmeter.
The most decisive differences show up in automation boundaries and how measurement outputs move from acquisition into plotted results, pass/fail decisions, and export-ready records. Those distinctions guide how teams should map the software workflow to impedance measurement needs such as resistance, capacitance, and inductance capture.
LCR meter control software for repeatable measurements, logging, and curve evaluation
LCR meter software provides a measurement run workflow that drives an LCR instrument over PC connectivity, captures readings, and packages results for limits checking and export. R&S LCX Sweep Tool pairs sweep execution with parameter extraction and limit evaluation in a single run workflow, which keeps measurement settings consistent across large impedance sweep campaigns.
Tools like Keysight BenchVue LCR Meter Control and Analysis App also tie instrument reads directly to plots and logged results, which reduces handoffs between acquisition and interpretation on the bench. Alternatives such as PyVISA focus on a uniform instrument session interface through VISA drivers, which enables custom SCPI-driven control but leaves LCR measurement workflow logic and binning rules to the test script.
What to verify in LCR Meter Software workflows
Teams also need logging that stays tied to each measurement campaign and to the measurement settings that produced it. Peardrop LCRmeter keeps measurement session outputs organized for each test run and applies limit checks during logging to support export-ready screening.
Sweep execution that couples extraction and limit evaluation
R&S LCX Sweep Tool ties sweep runs to parameter extraction and pass or fail evaluation in a single workflow. GW Instek LCR Meter Software also turns frequency sweep setup into repeatable production-style runs with consistent capture settings.
Bench-style control that links readings to plots and stored records
Keysight BenchVue LCR Meter Control and Analysis App guides LCR measurements in a workbench workflow that connects instrument reads to plots and logged results. B&K Precision LCR Meter Software provides a PC workspace that shows live readings and stores measurement records with graphing for recorded comparisons.
Instrument coverage strategy and control depth
PyVISA provides a uniform session interface across VISA drivers so SCPI commands can be sent over GPIB, USB, and LAN through a consistent ResourceManager. Instrument Control Toolbox in MATLAB offers instrument objects with SCPI command support and reusable connection logic for scripted LCR test sequences.
Curve analysis depth versus sweep automation
R&S LCX Sweep Tool is designed so sweep extraction feeds limit evaluation during the run, which reduces the risk of misaligned analysis steps. GW Instek LCR Meter Software automates sweep campaigns but has more limited curve analysis depth compared with dedicated curve toolchains.
Logging structure that supports run-scoped results and exports
Peardrop LCRmeter uses run-scoped measurement logging to keep outputs organized for limit checking and export. LabVIEW supports repeatable LCR runs via reusable VIs, but curve analysis often shifts into custom math blocks that must be validated for consistent logging.
Decision framework for matching software workflow to test intent
Choose the integration surface based on how teams plan to orchestrate instruments across benches and test stations. PyVISA and Instrument Control Toolbox emphasize SCPI-driven control and session management, while LabVIEW emphasizes custom test station development using NI instrument drivers and graphical dataflow.
Pick the workflow boundary: single-run sweep evaluation versus two-stage analysis
If measurement success depends on parameter extraction and limit evaluation staying aligned to the sweep profile, select R&S LCX Sweep Tool because it performs extraction and limit checks within the sweep run workflow. If the team prefers to automate capture first and run separate analysis later, GW Instek LCR Meter Software and Keysight BenchVue can still support repeatable runs but may require additional steps for deeper analysis outside the capture flow.
Choose GUI-guided bench control or script-first orchestration
If measurement engineers need guided setup that ties reads to plots and logged results, Keysight BenchVue LCR Meter Control and Analysis App is built around workbench-style guided sequencing. If test systems need scripted control and custom acquisition logic, PyVISA and Instrument Control Toolbox are designed for SCPI writes and queries using session objects that scripts can reuse.
Select based on instrument ecosystem fit
If the lab runs supported B&K Precision LCR meters and wants direct PC workspace control, B&K Precision LCR Meter Software focuses on that compatible instrument family. If the lab must control multiple instrument brands through VISA, PyVISA provides a shared session interface, which reduces vendor-specific UI dependency.
Decide how much curve analysis depth must be native
If curve evaluation and extraction need to be tightly integrated with acquisition and pass or fail checks, R&S LCX Sweep Tool is positioned for this single-run coupling. If the priority is frequency sweep repetition with exportable results and curve depth can be handled elsewhere, GW Instek LCR Meter Software matches that production-style emphasis.
Match maintainability needs to how custom logic is implemented
If the organization expects long-lived custom station logic, LabVIEW can deliver test sequencing through reusable VIs but it requires disciplined VI architecture for maintainability. If the organization wants lighter-weight control plumbing with instrument objects and reusable connection logic, Instrument Control Toolbox supports scripted measurement sequences but lacks LCR-specific measurement engine and compensation routines.
Who benefits from these software patterns
Teams also benefit when the integration surface matches how they orchestrate instruments. Bench-focused teams often prefer guided GUI measurement sequencing with plots tied to logged records, while test automation teams prefer SCPI-driven scripting control paths.
Production test teams running impedance sweeps at scale
R&S LCX Sweep Tool and GW Instek LCR Meter Software both emphasize repeatable sweep campaigns where capture settings and evaluation steps stay consistent across large runs.
Bench engineers who need interpretation during measurement
Keysight BenchVue LCR Meter Control and Analysis App ties instrument reads directly to plots and logged results to reduce handoffs between acquisition and interpretation on the bench.
Automation teams integrating multiple instruments into custom test scripts
PyVISA and Instrument Control Toolbox provide session-level interfaces that support SCPI-driven control, so custom scripts can handle binning logic and logging formatting.
Teams standardizing around one instrument vendor family
B&K Precision LCR Meter Software is designed to work with supported B&K Precision LCR meters, which reduces integration effort when the instrument ecosystem is already fixed.
Common buyer pitfalls in LCR Meter Software selection
Other teams underestimate integration boundaries and governance expectations until production orchestration is required. When control depth is limited to a specific instrument family or when SCPI access requires custom logging configuration, integration time increases quickly.
Picking a tool because it plots curves, then handling limits manually in a separate flow
Choose R&S LCX Sweep Tool when parameter extraction and limit evaluation must stay inside the sweep execution workflow rather than in a later manual step.
Assuming vendor-agnostic control exists in GUI-focused LCR apps
Avoid relying on B&K Precision LCR Meter Software for multi-vendor instrument coverage, because its compatibility is limited to supported B&K Precision instruments.
Buying a scripting interface and expecting an LCR-ready measurement engine out of the box
Avoid expecting PyVISA or Instrument Control Toolbox to include LCR-specific measurement workflow logic, because both prioritize command and session control and require custom configuration for logging and measurement routines.
Underestimating curve analysis effort when the workflow is built around automation rather than analysis engines
Recognize that GW Instek LCR Meter Software has limited curve analysis depth compared with dedicated curve toolchains, so plan where deeper analysis will occur.
How We Selected and Ranked These Tools
We evaluated R&S LCX Sweep Tool, B&K Precision LCR Meter Software, Keysight BenchVue LCR Meter Control and Analysis App, GW Instek LCR Meter Software, Chroma LCR Meter Test Software, LabVIEW, Instrument Control Toolbox, PyVISA, and Peardrop LCRmeter across measurement workflow fit and automation behavior. Features accounted for 40% of the score and covered how sweep execution connects to extraction and limit evaluation, how readings connect to plots and stored records, and how session control supports custom acquisition.
Ease and value each accounted for 30% and were assessed using how much manual transcription the live bench workspace reduces, how reusable session objects support scripting, and how much custom math is required for curve evaluation. R&S LCX Sweep Tool ranked highest because its sweep workflow ties measurement execution to parameter extraction and limit evaluation in a single run, which reduces handoffs that commonly break repeatability.
Frequently Asked Questions About Lcr Meter Software
How should an engineering team choose between LCX Sweep Tool and GW Instek LCR Meter Software for frequency-sweep curve analysis?
Which tool is better for PC-based control of a specific instrument brand, B&K Precision LCR Meter Software or Chroma LCR Meter Test Software?
When does BenchVue LCR Meter Control and Analysis App reduce workflow switching compared with a script-driven approach like PyVISA?
What breaks if a lab tries to use PyVISA as a full LCR measurement suite instead of a control layer?
How do integration requirements differ between LabVIEW and Instrument Control Toolbox for automated LCR test stations?
Where does Instrument Control Toolbox fall short compared with a prebuilt sweep workflow like R&S LCX Sweep Tool?
How should teams handle data export and downstream analysis when comparing Peardrop LCRmeter with GW Instek LCR Meter Software?
What tradeoff appears when a lab chooses a vendor-centered desktop controller like B&K Precision LCR Meter Software instead of building a station with LabVIEW?
How can teams plan for data model consistency when mixing automation components like PyVISA and Peardrop LCRmeter?
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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