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Top 10 Best Mic Test Software of 2026

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Top 10 Best Mic Test Software of 2026

Compare mic test software tools like Smaart, Check Mic, and FuzzMeasure, with tradeoffs for engineers and recording teams.

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

Mic test software matters because it turns live capture and calibration into repeatable signal measurements rather than ad hoc listening. This comparison helps studios and technicians choose between browser-style microphone access tests and deeper measurement workflows, including frequency response and impulse capture tools such as Smaart.

Smaart is the best pick for technicians who need repeatable, real-time mic checks because it measures system transfer behavior live with coherence-driven quality control during routing and mic changes, whereas Check Mic fits teams doing quick setup sanity checks since its guided capture loop gives immediate playback and level/clipping feedback.

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

Smaart

Live measurement of system transfer behavior with coherence-driven quality control during mic and routing changes.

Best for: Fits when technicians need repeatable, real-time measurement runs for mic checks in live or studio systems.

2

Check Mic

Editor pick

Guided mic capture with immediate playback feedback for rapid bring-up decisions.

Best for: Fits when teams need fast mic sanity checks with repeatable record playback feedback during setup.

3

FuzzMeasure

Editor pick

Correction-aware measurement processing that ties stimulus, capture, and analysis into one repeatable test loop.

Best for: Fits when technicians need repeatable sweep measurement runs and consistent comparison across mic swaps.

Comparison Table

1
SmaartBest overall
vertical specialist
9.1/10
Overall
2
consumer utility
8.7/10
Overall
3
vertical specialist
8.6/10
Overall
4
consumer utility
8.4/10
Overall
5
consumer utility
8.3/10
Overall
6
7.8/10
Overall
7
consumer utility
7.6/10
Overall
8
consumer utility
7.2/10
Overall
9
consumer utility
6.9/10
Overall
10
6.5/10
Overall
#1

Smaart

vertical specialist

Smaart provides real-time transfer function, spectrum, impulse response, and audio system measurement.

9.1/10
Overall
Features9.1/10
Ease of Use9.2/10
Value9.0/10
Standout feature

Live measurement of system transfer behavior with coherence-driven quality control during mic and routing changes.

Smaart, from Rational Acoustics, is a measurement workflow for live-audio mic and loudspeaker verification that prioritizes real-time analysis over static signal inspection. It supports latency measurement and frequency response assessment using calibrated measurement practices with a reference and an input path.

Its core value for mic testing is turning gain staging and positioning changes into visible transfer and coherence behavior while measurements update continuously. Smaart is best suited to technicians who already manage signal routing and want repeatable measurement runs rather than a simplified checklist view.

Pros
  • +Real-time latency and transfer measurements support mic positioning decisions
  • +Measurement UI keeps multiple traces and diagnostics visible during capture
  • +Coherence and consistency indicators help judge measurement quality
  • +Workflow fits recurring mic checks with known reference and routing
Cons
  • –Requires disciplined routing and gain staging to get interpretable results
  • –Setup and calibration steps are not guided for end-to-end mic testing
  • –Multimodal analysis can feel complex without prior measurement practice
  • –Driver and device selection can become a bottleneck for quick lab swaps
Use scenarios
  • Audio technicians

    Validate system response after maintenance changes

    Repeatable confirmation of system response

  • Acoustic consultants

    Document measurements for client handoff

    Traceable documentation for handoff

Show 2 more scenarios
  • System engineers

    Commission installations across multiple zones

    Commissioning records for alignment

    Run repeatable measurements to verify response at listening positions and support alignment decisions during commissioning.

  • Live production engineers

    Check latency and routing during rehearsals

    Faster troubleshooting of signal path

    Monitor real-time behavior to quickly detect signal-chain issues from gain, routing, and frequency response changes.

Best for: Fits when technicians need repeatable, real-time measurement runs for mic checks in live or studio systems.

#2

Check Mic

consumer utility

Web-based microphone checker that displays real-time volume levels and audio waveform data.

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

Guided mic capture with immediate playback feedback for rapid bring-up decisions.

Check Mic runs in a web interface and captures mic input, then returns immediate feedback through playback and signal readouts. It helps with basic gain staging verification by surfacing clipping behavior and level changes across repeated takes. The workflow fits setup tasks such as confirming the correct input device selection and checking whether the mic produces a stable signal.

A tradeoff appears in limited measurement depth for advanced lab work. Check Mic suits fast operational checks for studios, stage techs, and remote operators who need a sanity test outcome rather than full frequency response or THD-style diagnostics. It is most useful when multiple mics are being swapped and a consistent pass or fail is needed quickly.

Pros
  • +Immediate record and playback loop for quick confirmation
  • +Clipping and level feedback supports practical gain staging checks
  • +Guided device selection reduces wrong-input mistakes
  • +Works in a browser for rapid onsite verification
Cons
  • –Limited depth for lab-grade frequency and distortion analysis
  • –Does not replace DAW-based calibration workflows
  • –Measurement readouts depend on browser audio permissions setup
  • –Automation and API access are not presented as a core focus
Use scenarios
  • Studio engineers

    Verify mic signal before a session

    Fewer take failures

  • Stage technicians

    Check handheld mic routing

    Faster on-site troubleshooting

Show 2 more scenarios
  • Remote production ops

    Validate participant mic quality

    Lower call drop risk

    Run a quick browser capture test to confirm the mic is live and producing consistent levels.

  • Broadcast setup teams

    Confirm correct input selection

    Cleaner cue readiness

    Use repeated record and playback checks to rule out wrong source and silent channels.

Best for: Fits when teams need fast mic sanity checks with repeatable record playback feedback during setup.

#3

FuzzMeasure

vertical specialist

Mac-based acoustic measurement tool for frequency response and impulse response capture.

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

Correction-aware measurement processing that ties stimulus, capture, and analysis into one repeatable test loop.

FuzzMeasure runs automated microphone and audio path tests from measured sweeps to frequency response and distortion outputs. It supports repeatable capture workflows with controlled signal generation, then exports results for review and documentation.

The distinguishing capability is tight coupling between test execution and measurement analysis, including correction handling for more trustworthy comparisons across takes. Studio and technician teams use it for mic profiling and repeat checks when setup changes must be tracked.

Pros
  • +Automates sweep-based mic measurements into exportable result sets
  • +Produces frequency response and distortion views from the same capture session
  • +Supports repeat testing with consistent stimulus and capture settings
  • +Integrates calibration-style correction so comparisons reflect the full chain
Cons
  • –Configuration overhead is high when switching interfaces or routing
  • –Advanced measurement workflows require careful interpretation of outputs
  • –Multichannel routing coverage is limited compared with dedicated lab setups
  • –Workflow depends on external audio drivers and their stability
Use scenarios
  • Audio quality engineers and codec devs

    Compare encoded variants against references

    Metric-based variant comparisons

  • System integrators and audio technicians

    Validate response changes after retuning

    Evidence of response shifts

Show 2 more scenarios
  • Audio hardware test engineers

    Characterize playback and hardware iterations

    Repeatable hardware measurements

    Use consistent test-signal sessions to compare microphone and playback behavior across hardware revisions.

  • Acoustics professionals

    Measure room response with sweeps

    Room plots for diagnosis

    Capture swept or impulse responses to review how the room affects measured mic frequency response.

Best for: Fits when technicians need repeatable sweep measurement runs and consistent comparison across mic swaps.

#4

Mic Tester

consumer utility

Free online utility that records audio from a microphone and plays it back to verify device functionality.

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

Guided test workflow pairs in-app monitoring with WAV capture for repeatable mic verification.

Mic Tester centers on end-to-end mic verification steps rather than deep lab-grade analysis, which keeps the workflow fast for common checks. Device selection supports typical USB and interface-connected microphones through host audio drivers, and the workflow emphasizes capturing clean test takes for later comparison. WAV export supports offline inspection when a repeatable record of each test matters for troubleshooting and handoffs.

Pros
  • +Guided mic check steps reduce missed setup variables during tests
  • +WAV export enables offline review and cross-session comparison
  • +Real-time monitoring helps confirm routing and recording stability
  • +Device selection workflow supports quick switching between microphones
Cons
  • –Limited depth for frequency response or polar pattern verification
  • –Offline export helps evidence tracking but adds an extra review step
  • –Advanced diagnostics depend on external tools for specialized plots
  • –Requires consistent operator procedure to keep results comparable
Use scenarios
  • Studio technicians

    Pre-session mic signal verification

    Faster setup sign-off

  • Audio QA teams

    Troubleshoot inconsistent gain behavior

    Reduced repeat troubleshooting

Show 2 more scenarios
  • Freelance recordists

    Validate new microphones on location

    Fewer failed sessions

    Quick monitoring confirms recording output before committing to takes.

  • Post-production assistants

    Archive mic tests for later reference

    Cleaner handoffs

    WAV exports create searchable artifacts for matching to later audio stems.

Best for: Fits when technicians need quick, repeatable mic validation and WAV evidence before recording.

#5

MicTests.com

consumer utility

Simple online microphone tester for verifying audio input pickup inside the browser.

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

Guided, routine-based mic check runs that package results for technician-to-studio handoff.

MicTests.com is a mic test software solution focused on measurement-first workflows for technicians and studio staff. It provides guided mic check procedures with level visibility and pass or fail criteria for common capture problems like gain staging and clipping.

Pros
  • +Guided mic check flows reduce missed steps during setup
  • +Clear level and clipping indicators support consistent gain staging
  • +Repeatable test routines help standardize results across shifts
  • +Exports support handoff documentation for tested mic chains
Cons
  • –Limited depth for advanced analysis like THD breakdown
  • –Fewer automation hooks compared with API-first mic check tools
  • –Offline waveform capture coverage is narrower than full lab tooling
  • –Calibration workflows require manual input of reference conditions
Use scenarios
  • Studio engineers

    Validate mics after patch changes

    Consistent audio handoffs

  • Live sound technicians

    Verify mic signal quality pre-show

    Fewer in-show technical surprises

Show 2 more scenarios
  • Post-production teams

    Document mic performance per take

    Traceable equipment verification

    Exports capture test results with signal measurements for QA review.

  • Broadcast control room staff

    Routine mic checks for compliance

    Standardized verification outcomes

    Pass fail criteria standardize verification across shifts and equipment racks.

Best for: Fits when studios need consistent mic checks with documented outcomes for routine sessions.

#6

Online Voice Recorder Microphone Test

consumer utility

Browser voice recorder that doubles as a microphone test by capturing and playing back input.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Capture-to-file workflow in a single browser flow with level monitoring and immediate playback.

Online Voice Recorder Microphone Test targets quick microphone checks by running a browser-based audio capture and playback workflow that validates recording quality without local setup. It provides basic controls for choosing the input device, monitoring levels while recording, and exporting captured audio as a file for later review.

Pros
  • +Fast browser capture workflow with immediate playback review
  • +Input device selection supports quick testing across microphones
  • +Level indicator helps catch gain staging issues during recording
  • +Exported audio file supports offline review in standard editors
Cons
  • –No detailed frequency response or distortion metrics
  • –Limited channel and routing controls for multichannel interfaces
  • –No downloadable calibration reports or structured test results
  • –Browser permissions and device detection can block recording
Use scenarios
  • Remote meeting participants

    Checking mic quality before video calls

    Avoids muted or distorted audio

  • Support and IT teams

    Troubleshooting microphone issues remotely

    Speeds diagnosis across endpoints

Show 2 more scenarios
  • Content creators

    Verifying recordings for voiceovers

    Improves consistency in takes

    Provides monitoring during capture and exports audio for review after adjusting gain and device selection.

  • Job seekers

    Testing mic for interview recordings

    Reduces re-records

    Validates capture quality in minutes so recorded responses sound clear and appropriately leveled.

Best for: Fits when studio staff need quick mic intelligibility and clipping checks between takes.

#7

MicTests.org

consumer utility

Online microphone testing site for verifying capture level and device access.

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

Session-driven checklists that standardize mic behavior checks across multiple takes and technicians.

MicTests.org organizes mic check workflows around repeatable recording sessions and quick channel verification for technicians and studio staff. The site centers on guided test steps that capture, compare, and document microphone behavior under controlled gain and placement.

Pros
  • +Guided mic check flow reduces missed setup steps
  • +Quick channel and routing verification helps catch miswires early
  • +Repeatable session steps support consistent comparisons across takes
  • +Checklist format fits studio technicians work handoffs
Cons
  • –Limited depth for advanced measurements like THD or frequency sweeps
  • –Automation and integration with DAWs or device APIs are not the focus
  • –No built-in multichannel routing configuration management
  • –Documentation quality depends on manual capture and operator discipline
Use scenarios
  • Studio engineers and technicians

    Validate mic wiring before every recording

    Fewer setup related delays

  • Podcast and broadcast producers

    Standardize gain and placement checks

    More consistent audio capture

Show 2 more scenarios
  • Audio QA and production ops

    Audit routing and monitoring inconsistencies

    Reduced troubleshooting time

    Checklists highlight common failure points so technicians fix problems early.

  • Live sound crew supervisors

    Confirm channel health on site

    Lower risk of dead channels

    Quick channel verification supports reliable mic checks before performances.

Best for: Fits when technicians need repeatable mic checks and fast routing verification without deep measurement tooling.

#8

Webcammictest.com

consumer utility

Free browser utility that tests microphone and webcam hardware with permission checks.

7.2/10
Overall
Features7.2/10
Ease of Use7.3/10
Value7.1/10
Standout feature

Live microphone level monitoring combined with immediate in-browser capture review for rapid go/no-go checks.

Webcammictest.com provides a browser-based microphone test workflow that records and analyzes live input from the default audio device. It focuses on quick checks like input level monitoring and basic signal quality signals without requiring desktop drivers or a DAW integration.

Pros
  • +Runs in a browser and works without installing measurement software
  • +Provides immediate microphone detection feedback through live capture controls
  • +Shows real-time input level so gain staging issues are easier to spot
  • +Records short clips for quick review of intelligibility and noise pickup
Cons
  • –Measurement depth is limited and does not support lab-grade audio analytics
  • –Results depend on the browser capture stack and connected device drivers
  • –No structured multi-channel routing or channel mapping controls are exposed
  • –No built-in loopback calibration flow to separate mic noise from system noise
Use scenarios
  • IT helpdesk technicians

    Validate mic detection in browsers

    Hardware and permissions verified

  • Remote support agents

    Troubleshoot calls during user issues

    Root cause narrowed quickly

Show 2 more scenarios
  • QA and device testers

    Screen-test microphones for basic functionality

    Pass or fail recorded

    Provides quick technician-style validation before devices are approved for deployments.

  • HR and onboarding coordinators

    Check employee mic readiness remotely

    Onboarding audio issues reduced

    Lets coordinators verify browser audio capture works before training and live sessions.

Best for: Fits when teams need fast browser-side mic checks for meetings, basic recording, or site triage.

#9

Mictest.app

consumer utility

Browser-based microphone test tool that checks live input and recording playback.

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

Step-by-step mic validation flow that emphasizes practical pass or review outcomes over deep lab-style analysis.

Mictest.app focuses on mic testing workflows built around repeatable signal checks instead of DAW-centric measurement.

Pros
  • +Guided mic checks reduce missed steps during quick setup
  • +Clear pass or review loop for level and clipping sanity checks
  • +Practical signal monitoring helps spot unusable input immediately
  • +Works as a lightweight verifier for desk and field troubleshooting
Cons
  • –Limited evidence of automation, API access, or programmable reporting
  • –No clear support for advanced measurement like impulse or RT60
  • –Measurement depth is narrower than studio calibration and analysis tools
  • –Requires careful manual observation to interpret results
Use scenarios
  • Audio technicians

    Verify microphone channel health before service

    Repeatable mic verification steps

  • Field installers

    Check venue mics after installation

    Fewer rework visits

Show 2 more scenarios
  • Content creators

    Diagnose unexpected capture noise

    Cleaner recorded audio

    Common signal checks help identify room noise and mismatch issues during setup.

  • Recording engineers

    Pre-session mic issue screening

    Reduced session troubleshooting

    Repeatable signal tests provide structured verification before routing into a DAW workflow.

Best for: Fits when technicians need fast, repeatable mic readiness checks without deep acoustics measurement.

#10

SpeakPipe Voice Recorder

SMB

Online voice recorder and messaging tool that can verify microphone capture through live recording.

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

WAV output from a browser mic capture flow, designed for take-by-take review outside the browser.

SpeakPipe Voice Recorder fits studios and technicians who need quick mic checks that start and end in a browser. Recording works through a mic permission flow and produces a WAV file for playback in standard tools. The tool reduces friction for capturing multiple takes across different mics, cables, and input devices.

Pros
  • +Browser capture workflow reduces friction for quick mic checks
  • +WAV export supports offline playback and consistent file handoff
  • +Repeated take capture helps isolate gain and routing mistakes
  • +Simple UX supports rapid onboarding without audio engineering tools
Cons
  • –No built-in frequency response or polar pattern test reports
  • –Limited visibility into latency beyond what users hear in playback
  • –No multichannel routing controls for advanced studio setups
  • –Browser audio paths can complicate device selection in mixed systems
Use scenarios
  • Studio techs

    Verify mic presence during setup

    Fewer retest cycles

  • Casting and onboarding teams

    Collect consistent voice samples

    More consistent intake

Show 1 more scenario
  • Remote IT support

    Diagnose mic failures quickly

    Faster fault isolation

    Request a take and compare exported audio to isolate capture versus device issues.

Best for: Fits when studios need fast, auditable mic recordings for setup validation and troubleshooting.

Conclusion

After evaluating 10 mic test software, Smaart 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
Smaart

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 Mic Test Software

How should guided capture workflows differ from measurement-first mic profiling tools?
Check Mic and Mic Tester use guided record and playback loops to validate that the mic path is recording and routing correctly. FuzzMeasure and Smaart run repeatable stimulus-driven measurement workflows that produce frequency response and distortion views or live transfer behavior, which changes the goal from quick go/no-go to measured profiling.
When does browser-based mic capture stop being sufficient for technician troubleshooting?
Webcammictest.com and Online Voice Recorder Microphone Test focus on default-device capture with basic level and clipping checks inside the browser flow. When a studio needs correction-aware comparisons across mic swaps or detailed frequency response and distortion outputs, FuzzMeasure and Smaart provide the measurement layer the web-only loop does not.
Which tool exports WAV files in a workflow designed for take-by-take review?
SpeakPipe Voice Recorder and Mic Tester both center recording prompts on browser capture and then export WAV files for later review. MicTests.com also packages results with guided runs, but its routine-based pass and fail focus can reduce the need to inspect raw takes in external tools.
What breaks if microphone routing and gain staging are assumed instead of verified per channel?
MicTests.org uses session-driven checklists to catch routing mistakes and inconsistent monitoring levels across takes, so assumptions fail when multiple takes share wrong channel mapping. Check Mic and Mic Tester reduce guesswork by forcing guided capture and playback feedback, which helps catch channel mismatch before a full recording starts.
How do Smaart and FuzzMeasure handle repeatability when setups change between runs?
Smaart continuously updates live system behavior so technicians can observe how transfer and coherence shift during mic and routing changes. FuzzMeasure ties stimulus, capture, and analysis into a single correction-aware loop, which improves comparability when test conditions change between mic swaps.
What is the tradeoff between quick capture checks and passing documentation across technicians?
Check Mic and Mictest.app optimize for fast guided verification that a mic is ready for capture, so the workflow can be lighter on structured reporting. MicTests.com and MicTests.org produce routine or session documentation with guided outcomes, which supports handoff and repeatability across technician-to-studio processes.
Which tools are designed for live transfer checks rather than static mic presence checks?
Smaart is built for real-time analysis using calibrated measurement practices that show transfer and coherence behavior while measurements update continuously. Check Mic and Webcammictest.com focus on captured audio playback and input level monitoring, which helps with mic detection and immediate go/no-go but not live transfer behavior.
How do these tools relate to driver and audio stack compatibility such as ASIO, CoreAudio, or WASAPI?
Webcammictest.com and Online Voice Recorder Microphone Test avoid desktop driver requirements by running a browser-based capture workflow tied to available in-browser audio input. Smaart and FuzzMeasure generally fit environments where the measurement workflow can integrate with the studio’s audio stack and calibrated capture path, which is harder to replicate with web-only capture.
What should admin controls and access management cover for multi-technician studio use?
Browser-only tools like SpeakPipe Voice Recorder and Check Mic typically focus on capture and review rather than organization-wide administration. For teams that must standardize test routines and track who ran which session, MicTests.com and MicTests.org fit better because their guided routines package results for technician handoffs, which reduces ambiguity in operational control.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Mic Test Software

We find the real differences between mic test software in how it validates and records your results during a run. The biggest separator is accuracy under real conditions, including mic level metering and calibration repeatability.

Input level metering accuracy

Why it matters

Reliable input level metering helps you avoid false passes when a mic is too quiet or clipping. For mic test software, metering accuracy is what you trust while you adjust gain.

How to check

In a demo, speak at three distances (close, normal, far) and watch whether level changes match what you expect. Ask the vendor to show how it behaves near silence and near clipping, using their own test tone or sample audio.

Low monitoring latency response

Why it matters

Low monitoring latency makes it possible to judge timing and adjust technique while testing. With mic test software, high delay often leads to unstable settings and inconsistent results.

How to check

Use the app’s monitoring mode and clap once, then ask what timing offset they claim. If they provide a timing view, compare on-screen response to a simple clap-and-wave workflow; if not, request a documented latency test method.

Distortion and clipping detection

Why it matters

Distortion and clipping detection tells you whether your test run is actually clean. For mic test software, catching overload prevents you from trusting bad recordings.

How to check

Run a loud speaking or test-tone level in the app and see whether it clearly flags overload moments. Export or review the resulting audio and confirm whether the flagged time aligns with audible distortion.

Channel mapping and capture control

Why it matters

Accurate channel mapping matters when you test different inputs or capture more than one channel. Mic test software that mixes channels makes results hard to compare across runs.

How to check

In a demo, select the input(s) and record a short phrase. Check whether the output shows the expected channel assignment, and verify you can repeat the same mapping for a second run.

Consistent export for result comparison

Why it matters

Consistent export lets you compare runs without hidden conversions. In mic test software, mismatched output formats can invalidate your own notes and reviews.

How to check

Export a short test recording from the demo, then re-import it into the same tool or a player and check that audio length and channel count stay consistent. Ask which formats and metadata are preserved.

Repeatable test configuration profiles

Why it matters

Repeatable test configuration profiles make it easier to reproduce mic performance over time. Mic test software should let you keep settings stable between runs so results are comparable.

How to check

Set up a test (input selection, gain/level settings, monitoring mode) and save the configuration if available. Run the same script twice and verify the outputs match in how the tool labels the run and how it applies those settings.

Red flags

  • Level meter jumps or stays flat when you clearly change volume
  • Clipping warnings appear too late or don’t line up with the waveform
  • Exports change channel count, length, or settings between runs

Fit by situation

  • If you’re tuning gain for clean speech in a small room, prioritize Input level metering accuracy.
  • If you need to judge performance while listening back in real time, prioritize Low monitoring latency response.
  • If you plan to compare runs across days, prioritize Consistent export for result comparison.
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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