Commissioned Research
Top 10 Best Broadcast Mixer Software of 2026

GITNUXSOFTWARE REVIEW

Technology Digital Media

Top 10 Best Broadcast Mixer Software of 2026

Compare broadcast mixer software options for streaming and studio workflows, with profiles of tools like vMix and key tradeoffs for 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

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 our reviews. Editorial policy

Broadcast mixer software determines how producers route audio, control sources, and record while meeting broadcast timing and reliability demands. This comparison helps operations teams weigh remote contribution options, live production switching, and automation-focused workflows against the configuration effort each stack requires.

Mixing Station is the best choice for production teams that need repeatable live routing, because its scene-based console states lock in operator controls and bus-style monitoring transitions without guesswork. Choose vMix instead if one team wants an all-in-one live switcher and mixer flow with aux and mix-minus routing tied to the same workflow.

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

Mixing Station

Scene state management for routing and operator controls in live sessions.

Best for: Fits when production teams need repeatable live mix states and controllable routing.

2

Cleanfeed

Editor pick

Room-centric participant mixing with host talkback paths designed for live remote broadcast workflows.

Best for: Fits when remote guests need live monitoring, talkback, and predictable program mixing for broadcast output.

3

vMix

Editor pick

Aux and mix-minus style audio routing tied to the same live switcher workflow as video and effects.

Best for: Fits when one production team needs an all-in-one virtual mixer for live shows with repeatable routing.

Comparison Table

1
Mixing StationBest overall
specialist
9.4/10
Overall
2
specialist
8.8/10
Overall
3
broadcast
8.6/10
Overall
4
specialist
8.4/10
Overall
5
8.1/10
Overall
6
7.8/10
Overall
7
7.6/10
Overall
8
enterprise
7.2/10
Overall
9
6.9/10
Overall
10
6.5/10
Overall
#1

Mixing Station

specialist

Remote control software for digital audio mixers used in broadcast environments.

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

Scene state management for routing and operator controls in live sessions.

Mixing Station is built for operational mixing workflows where routing choices and control states change during a live session. Its core console model supports multiple inputs, aux-style monitoring paths, and mix-minus style setups for guest and IFB audio roles. Operator actions can be organized into repeatable scenes, which helps teams keep the same routing layout across segments.

A key tradeoff is that advanced broadcast routing and interoperability goals may require careful system design around the selected audio I O and network audio approach. Mixing Station fits best when a team needs fast operator repeatability, such as daily production with recurring show structures and remote guest feeds.

Pros
  • +Scene-based console states support fast, repeatable live transitions
  • +Bus-style routing makes monitoring and program mixes controllable
  • +Config-driven workflows reduce operator drift during recurring segments
  • +Real-time meters help catch mix issues during performance
Cons
  • –Network audio integration quality depends on external device and driver choices
  • –Deep custom workflows can take longer to model than simpler mixers
Use scenarios
  • Broadcast engineers

    Recurring show routing and monitoring

    Fewer setup mistakes live

  • Remote production teams

    IFB and guest mix-minus control

    Cleaner guest communications

Show 1 more scenario
  • Radio studio operators

    Live talkback and quick changes

    Faster response to changes

    Operator-controlled routing enables fast talkback and return path swaps during shows.

Best for: Fits when production teams need repeatable live mix states and controllable routing.

#2

Cleanfeed

specialist

Browser-based audio mixing and recording for remote broadcast contributors.

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

Room-centric participant mixing with host talkback paths designed for live remote broadcast workflows.

Cleanfeed is built around a virtual mixing console for remote contribution workflows, where each participant is treated as a controllable input with dedicated monitoring. Operators can mix multiple feeds into program outputs, apply audio processing, and manage talkback so hosts can coordinate without switching to separate tools. The configuration model is oriented to rooms and participants, which makes consistent show setup easier than ad hoc routing per event.

A tradeoff is that Cleanfeed is specialized for remote broadcast mixing rather than deep studio production chains like advanced channel strip workflows in full DAW-style mixers. It fits live talk shows and interviews where latency-tolerant remote audio, clear monitoring, and predictable program output routing matter most. It also suits production teams that want repeatable show states without building custom integration code.

Pros
  • +Room-based participant management simplifies recurring show setups
  • +Mixing and monitoring controls map directly to live remote interviews
  • +Talkback and return paths support host coordination without extra routing tools
  • +Consistent output mixing reduces operator switching during shows
Cons
  • –Less suited to multi-bus studio mixing with complex production chains
  • –Integration depth beyond mixer control is limited compared with general routing platforms
  • –Advanced processing depth is narrower than dedicated broadcast production suites
  • –Workflow depends on maintaining participant join states during long sessions
Use scenarios
  • Live radio producers

    Multi-guest remote interview mixing

    Clean program output with fewer errors

  • Remote broadcast engineers

    Producer-operator coordination across sites

    Tighter control of on-air audio

Show 2 more scenarios
  • Podcast teams

    Live-to-record guest capture

    Fewer setup variations between episodes

    Repeatable room setup supports multiple remote recordings with consistent routing into the capture chain.

  • Newsroom studios

    Breaking-news remote sourcing

    Faster guest onboarding to air

    Mixing priorities and monitoring keep remote sources usable during rapid schedule changes.

Best for: Fits when remote guests need live monitoring, talkback, and predictable program mixing for broadcast output.

#3

vMix

broadcast

Live production software for switching, mixing, recording, and streaming multiple video sources.

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

Aux and mix-minus style audio routing tied to the same live switcher workflow as video and effects.

vMix targets broadcast and live production workflows with a visual virtual mixer plus a media playback engine that supports multichannel sources. It combines live switching, audio mixing, and effects in one operator surface, including multiviewer monitoring, auxiliary routing, and loudness-oriented metering.

vMix also supports extensibility through add-ons and scripting-style workflows for repeatable show sequences. For teams integrating with external systems, it offers practical device connectivity and control paths that reduce manual patching during production.

Pros
  • +Unified live switching, mixing, and effects inside one operator view
  • +Aux routing supports mix-minus style workflows for remotes
  • +Configurable multiviewer layout for fast on-air verification
  • +Extensible device and source handling via add-ons and integrations
Cons
  • –Scene and media organization can become complex at higher channel counts
  • –Automation depth depends on external control workflows rather than native scheduling
  • –Advanced routing requires careful configuration to avoid monitoring confusion
  • –Some interoperability paths depend on driver and format choices
Use scenarios
  • Broadcast technicians

    Switch and mix NDI or SDI

    Handled broadcast inputs and outputs

  • Esports production operators

    Mix gameplay with overlays

    Coordinated game broadcast

Show 2 more scenarios
  • Event producers

    Run multi-camera event program

    Switched and recorded program

    Combines multiple camera sources with transitions and audio for monitored live and recorded outputs.

  • Meeting hosts

    Send a controlled webcam feed

    Controlled presentation feed

    Processes cameras, files, images, and scenes before sending the selected feed to conferencing software.

Best for: Fits when one production team needs an all-in-one virtual mixer for live shows with repeatable routing.

#4

Reaper

specialist

Digital audio workstation with routing and mixing capabilities for broadcast pipelines.

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

ReaScript automation enables repeatable routing and control actions tied to session state.

Reaper’s core strength for broadcast mixing is its combination of a flexible bus architecture, per-track FX chains, and automation lanes that move with the session. Mixing Station style workflows are achievable through routing presets, track templates, and repeatable session layouts, while Reaper’s DAW editing model supports detailed take assembly and post-touch cleanup before air. Loudness measurement and typical dynamics and EQ processing are native concepts inside the signal chain, not separate external tools.

Pros
  • +Sample-accurate automation with dense lane editing for repeatable mixes
  • +Flexible routing using configurable buses and track IO for complex signal paths
  • +Extensible control via ReaScript and supported device control for repeatable actions
  • +Integrated loudness and metering inside the mixing workflow
Cons
  • –Broadcast-specific playout logic requires custom session design and scripting
  • –Multichannel routing can become complex without strict session conventions
Use scenarios
  • Live audio producers

    Program live segments with automation

    Repeatable on-air mixes

  • Small playout teams

    Build custom playout graphs

    Flexible custom chain

Show 1 more scenario
  • Broadcast engineers

    Automate control around sessions

    Less manual operations

    Scripts can trigger meter snapshots and routing changes tied to button-like workflows.

Best for: Fits when broadcast teams need DAW-grade routing and automation with custom session logic.

#5

OBS Studio

SMB

Open-source software for scene composition, audio mixing, recording, and live streaming.

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

Scene and source model drives audio routing changes automatically during transitions, with scripting hooks for custom automation.

OBS Studio is a broadcast mixer that favors a scene-based workflow over a traditional channel strip layout. It mixes audio and video with real-time filters, supports multichannel routing through virtual devices, and offers automation via scripts tied to scenes and sources.

Pros
  • +Scene and source switching gives consistent routing for live productions
  • +Extensive input and output options via virtual audio devices and capture plugins
  • +Filters stack per source with low-latency monitoring and preview controls
  • +Scripting automates scene changes, audio toggles, and custom logic
Cons
  • –No native multi-user RBAC or audit log for production governance
  • –Metering and loudness compliance workflows need careful manual configuration
  • –Complex routing can become hard to debug when projects grow
  • –Extensibility depends heavily on third-party plugins for niche workflows
Use scenarios
  • Creators and event producers

    Record locally while streaming

    Live broadcast and recording

  • Streamers and podcasters

    Filter microphones inside scenes

    More consistent mic levels

Show 2 more scenarios
  • Independent live producers

    Switch cameras and media live

    Repeatable live program

    Switches between prepared scenes that include cameras, screens, overlays, and audio control.

  • VJ performers

    Layer sources for live visuals

    Repeatable performance scenes

    Layers live sources and media with real-time transitions and audio in a configurable mixer.

Best for: Fits when a single operator needs a flexible scene-driven mixer for live contribution and streaming workflows.

#6

StreamYard

SMB

Browser-based live studio for interviews, branded layouts, guest management, recording, and streaming.

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

Browser-based studio control that coordinates guest video layouts and on-air transitions in one UI.

StreamYard is a browser-based broadcast mixer built around live video production with an interactive studio canvas. It provides scene switching, guest management, and multichannel output presets designed for streaming workflows rather than external audio-over-IP routing.

Pros
  • +Browser studio canvas reduces setup friction for live guests
  • +Scene and layout switching supports consistent show pacing
  • +Guest connection flow simplifies remote participant onboarding
  • +Built-in overlays speed up lower-thirds and title changes
Cons
  • –Limited control compared with dedicated broadcast mixer consoles
  • –External audio routing and format control are not its focus
  • –Automation and API surface for provisioning is thin
  • –Advanced mix-minus and IFB style workflows need workarounds
Use scenarios
  • Marketing teams

    Maintain branded overlays across scenes

    Consistent branding on video

  • Podcast hosts

    Record multi-guest sessions in browser

    Publishable podcast recording

Show 2 more scenarios
  • Content marketers

    Turn one broadcast into clips

    More reusable content

    Records broadcasts and produces shorter clips for later sharing after the live event.

  • Community show producers

    Run panels with remote speakers

    Structured multi-speaker broadcast

    Manages several remote speakers and switches scenes while keeping one shared program feed.

Best for: Fits when remote interviews and quick scene changes matter more than professional audio routing control.

#7

Streamlabs Desktop

SMB

Streaming application with scene composition, audio mixing, alerts, widgets, and platform integrations.

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

Scene and overlay composition updates the live mix instantly, using browser-source inputs to add changing audio elements.

Streamlabs Desktop mixes multiple audio sources for streaming, with scene-driven routing that maps cleanly to microphone, system audio, and media playback. It includes a browser-source workflow for pulling in live elements and supports plugin-based feature extensions for common broadcaster needs.

Pros
  • +Scene switching updates live audio paths with immediate encoder impact
  • +Built-in mixer controls for mic, desktop audio, and media sources
  • +Browser-source inputs enable live web overlays and remote guest playback
  • +Plugin ecosystem adds broadcaster workflows without rebuilding the core
Cons
  • –Limited broadcast-style bus and aux send depth compared to pro mixers
  • –Audio-over-IP and professional hardware sync features are not a core focus
  • –Advanced routing needs quickly push setups into overlay and plugin complexity
  • –GPIO and tally integration capabilities are narrow for studio operations
Use scenarios
  • Gaming creators

    Stream gameplay with overlays and alerts

    Composed gameplay broadcast

  • Independent hosts

    Produce a branded podcast session

    Managed audio for show

Show 2 more scenarios
  • Console creators

    Mix capture card video into scenes

    Shared recording workflow

    Adds capture card sources to scenes while keeping the same layout for recording and streaming.

  • Small production teams

    Switch between multiple cameras

    Operator-controlled multi-camera feed

    Uses scene templates and hotkeys to control overlays and live output during multi-camera broadcasts.

Best for: Fits when live stream audio needs scene-driven routing and browser-based inputs without studio console complexity.

#8

Wirecast

enterprise

Live video production software for multi-camera switching, graphics, recording, and streaming.

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

Scene sets coordinate video sources, overlays, and audio state for operator-driven live switching without external orchestration.

Wirecast is a broadcast mixer built around rapid live switching for video and audio sources, with a workflow geared toward on-air productions. It supports multiformat capture and playback, audio routing with mix buses, and scene management so operators can transition between camera and graphics setups.

Pros
  • +Scene-based switching keeps camera, overlays, and audio changes aligned during takes
  • +Works well for multi-input studios that need live transitions and operator control
  • +Audio routing is practical for common broadcast workflows like mix-minus and talkback
  • +Streaming output controls are integrated into the same live control interface
Cons
  • –Automation and external control options lag behind automation-first broadcast systems
  • –Advanced loudness workflows require careful setup to stay consistent across sources
  • –Audio-over-IP interoperability depends on external conversion when using IT-centric networks
  • –Complex routing for many buses becomes harder to audit during live production
Use scenarios
  • Broadcast operators

    Switch multiple cameras and feeds

    Composed program feed

  • Digital content teams

    Deliver to configured live platforms

    Platform-ready broadcast

Show 2 more scenarios
  • Online show teams

    Run broadcasts with remote guests

    Coordinated live program

    Integrates remote guests with local sources, scenes, graphics, and audio controls.

  • Independent studios

    Run a show using USB devices

    Controlled live stream

    Operates a live stream using USB cameras, microphones, capture devices, and screen sources.

Best for: Fits when live switchers need fast scene switching and practical audio routing in one control app.

#9

Restream Studio

API-first

Browser-based live production software for scenes, guests, branding, audio, and multistreaming.

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

Scene switching and stream production control inside a single browser mixer tied to Restream output distribution.

Restream Studio provides a browser-based broadcast mixer for managing multiple live inputs and routing them into one or more outputs. It centralizes scene switching, audio level control, and basic production logic so remote operators can run consistent streams.

Pros
  • +Scene-based switching with keyboard-friendly control
  • +Multi-destination output control through Restream distribution
  • +Mixer-level audio controls with quick input management
  • +Browser-based operation reduces dedicated workstation needs
Cons
  • –Limited facility-style audio routing and bus architecture
  • –Depth of DSP processing is narrower than pro mixing consoles
  • –GPIO, tally, and low-latency contribution integrations are limited
  • –Automation and API surface are not aimed at full broadcast governance
Use scenarios
  • Remote hosts

    Broadcast from webcams in browser

    Less local setup

  • Independent show operators

    Send one talk show to many destinations

    Consistent live show

Show 2 more scenarios
  • Community managers

    Moderate messages across destinations

    Centralized audience interaction

    Provides a centralized view to monitor and moderate audience messages during a multistream.

  • Operations teams

    Repeat live capture workflows

    Repeatable recording handoff

    Schedules or repeats capture workflows and saves program recordings for review and handoff.

Best for: Fits when small teams need fast remote stream mixing without facility-grade routing or DSP depth.

#10

Rivendell Radio Automation

specialist

Open-source radio automation system with integrated audio mixing for broadcast.

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

Event-synchronized mixing tied to Rivendell playout logs and station channel definitions.

Rivendell Radio Automation provides broadcast automation plus a radio-style mixer built around newsroom and playout workflows. It drives mixes through source and route definitions tied to automation events, with an audio processing path that supports typical studio tasks like level control and protective limiting.

Pros
  • +Radio-first playout model ties mixing actions to automation events
  • +Routing and processing stay consistent across channels and logs
  • +Control surface supports external panels and scripted studio actions
  • +Configuration supports multi-station and multi-channel operation
Cons
  • –GUI workflow can feel slower than DAW-style mixing
  • –Advanced routing changes often require careful configuration discipline
Use scenarios
  • Radio station producers

    Drive mixes from automation events

    Automated on-air mixing

  • Newsroom operators

    Route sources to station destinations

    Correct routing to air

Show 2 more scenarios
  • On-air engineering teams

    Apply protective studio limiting

    Protected levels for broadcast

    Includes an audio processing path with level control and protective limiting for typical studio needs.

  • Stations with external control panels

    Integrate mixer control with automation triggers

    Coordinated external control

    Exposes a control surface for integration with external panels and automation triggers.

Best for: Fits when radio stations need an automation-driven studio mixer with predictable routing and event timing.

Conclusion

After evaluating 10 broadcast mixer software, Mixing Station 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
Mixing Station

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 Broadcast Mixer Software

How does vMix handle routing and mix-minus compared with OBS Studio’s scene-based audio model?
vMix ties aux-style routing and mix-minus style paths to the same live switching workflow used for video and effects. OBS Studio routes audio through its scene and source model, so mix-minus behavior depends on how each scene’s audio sources are configured and switched.
Which tool is better for multi-site remote guests with host talkback, Cleanfeed or Mixing Station?
Cleanfeed is built for multi-site remote guests with predictable program mixing, host monitoring, and bidirectional talkback designed for broadcast workflows. Mixing Station supports scene state and controllable routing for live sessions, but remote guest talkback paths are not the same room-centric workflow focus.
When does a DAW-grade engine matter, Reaper or Wirecast?
Reaper fits when sample-accurate automation, scripting hooks, and repeatable routing actions must be tied to session state. Wirecast focuses on fast live switching and operator transitions, so it is less aligned with DAW-style automation and custom session logic.
What breaks if scene switching and audio routing are not synchronized, OBS Studio versus Wirecast?
In OBS Studio, audio routing changes follow scene and source transitions, so mismatched scene configuration can cause the wrong audio feed to be live during a layout change. In Wirecast, scene sets coordinate camera and graphics with an operator-controlled audio state, so audio and video state changes stay coupled within the same control loop.
How do data migration and show-state replication differ between Mixing Station and Rivendell Radio Automation?
Mixing Station centers on scene state management, so migrating show behavior often means recreating routing and scene definitions for the same operator actions. Rivendell Radio Automation drives mixes through source and route definitions tied to station and channel definitions in its playout and automation events.
Which software supports automation event timing for mixer moves, Rivendell Radio Automation or OBS Studio?
Rivendell Radio Automation synchronizes mixing actions to automation events and playout logs through station and channel definitions. OBS Studio supports scripts tied to scenes and sources, so event timing depends on how scenes and script triggers are authored in the OBS project.
How do integrations and external control paths work in vMix compared with Cleanfeed?
vMix emphasizes extensibility through add-ons and scripting-style workflows, which helps teams connect mixer control to external production systems with fewer manual patching steps. Cleanfeed focuses on real-time broadcast mixing for remote guests, so integration effort centers on the live contribution and monitoring workflow rather than general-purpose external control extensibility.
What throughput and latency planning issues surface most often in browser mixers, Restream Studio or StreamYard?
Restream Studio centralizes stream production and scene switching in a browser UI, so operators must account for end-to-end input timing and output control while keeping audio levels consistent across feeds. StreamYard coordinates guest video layouts and audio source handoff inside the browser studio canvas, so audio routing fidelity depends on how each source is mapped to the live scene.
When does governance and multi-operator control become a problem, OBS Studio compared with Mixing Station?
OBS Studio has limited governance features for multi-operator studios, so two operators can change scenes and sources without the same level of structured administrative control. Mixing Station’s scene state management and predictable operator controls reduce the risk of ad hoc routing changes during live sessions.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Broadcast Mixer Software

What separates broadcast mixer software options is how they handle live control reliability and what they let you integrate beyond the fader surface. Focus on timing with Latency behavior, repeatability via Preset and recall, and control depth through Automation and API.

Latency under live switching

Why it matters

Latency behavior matters when hosts, producers, or callers need to hear changes without noticeable delay. In broadcast mixer workflows, even small added delay can feel out of sync during cuts and talk segments.

How to check

In a demo, toggle a source on and off and ask the operator to judge the delay while monitoring over headphones. Also run the same change using the product’s most common effect and switching paths, not just plain levels.

Preset and recall reliability

Why it matters

Preset and recall reliability prevents mistakes when you return to known mix states between segments. In fast rundown-driven work, unreliable recall causes wrong routing, levels, or processing.

How to check

Load a session, save a preset that includes routing and processing, then recall it after changing multiple controls. Confirm that the recalled mix matches the original—especially mute/unmute states and any configured processing blocks.

Automation and API surface

Why it matters

Automation and API surface determines whether the mixer can be driven by rundown tools or scripts instead of manual work. Deeper automation reduces operator steps and improves consistency under time pressure.

How to check

Ask for a demo workflow that triggers a mix change from an external controller or script. Verify whether the product exposes control points for routing, levels, and mute states, and whether those triggers respond quickly and predictably.

Monitoring and signal routing clarity

Why it matters

Clear monitoring and routing reduces on-air surprises, especially when you need to verify what’s going out versus what’s being prepared. Good routing tools also help teams debug problems in real time.

How to check

In the demo, route the same source to two destinations and confirm you can independently monitor each. Check whether meters and preview modes show the exact outgoing path and whether the UI makes the active routing unambiguous.

Processed output consistency

Why it matters

Processed output consistency matters because broadcast mixing usually depends on repeatable results between takes and days. If processing behaves differently depending on order or switching, your mix reference can drift.

How to check

Use the same chain settings across two separate sessions and compare results while switching between sources. Ask the demo operator to explain and show the processing order and whether changing routing changes processing behavior.

Crash recovery and safe revert

Why it matters

Crash recovery and safe revert help teams recover during long live sessions without rebuilding the mix state. When failure happens mid-show, a controlled rollback can be the difference between a quick return and downtime.

How to check

Ask what the product does after an unexpected restart and whether it can restore the last known mix state. Simulate a forced close during a demo workflow and observe how quickly it returns to a usable, predictable state.

Red flags

  • Latency feels different between switching and plain level moves
  • Recalling presets changes routing, mutes, or processing without warning
  • Automation triggers don’t update the mix state predictably

Fit by situation

  • If you cut between segments during a live show, prioritize Latency under live switching.
  • If your workflow relies on returning to known mix states fast, prioritize Preset and recall reliability.
  • If you need external triggers from rundown or scripts, 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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